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class="mw-content-ltr mw-parser-output" lang="en" dir="ltr"><div class="shortdescription nomobile noexcerpt noprint searchaux" style="display:none">Image-generating machine learning model</div> <p class="mw-empty-elt"> </p> <style data-mw-deduplicate="TemplateStyles:r1257001546">.mw-parser-output .infobox-subbox{padding:0;border:none;margin:-3px;width:auto;min-width:100%;font-size:100%;clear:none;float:none;background-color:transparent}.mw-parser-output .infobox-3cols-child{margin:auto}.mw-parser-output .infobox .navbar{font-size:100%}@media screen{html.skin-theme-clientpref-night .mw-parser-output .infobox-full-data:not(.notheme)>div:not(.notheme)[style]{background:#1f1f23!important;color:#f8f9fa}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .infobox-full-data:not(.notheme) div:not(.notheme){background:#1f1f23!important;color:#f8f9fa}}@media(min-width:640px){body.skin--responsive .mw-parser-output .infobox-table{display:table!important}body.skin--responsive .mw-parser-output .infobox-table>caption{display:table-caption!important}body.skin--responsive .mw-parser-output .infobox-table>tbody{display:table-row-group}body.skin--responsive .mw-parser-output .infobox-table tr{display:table-row!important}body.skin--responsive .mw-parser-output .infobox-table th,body.skin--responsive .mw-parser-output .infobox-table td{padding-left:inherit;padding-right:inherit}}</style><table class="infobox vevent"><caption class="infobox-title summary">Flux</caption><tbody><tr><td colspan="2" class="infobox-image logo"><span class="mw-default-size" typeof="mw:File/Frameless"><a href="/wiki/File:The_Path_to_the_Black_Forest_(FLUX_1.1_Pro_Ultra).webp" class="mw-file-description"><img alt="AI-generated digital artwork of a path to the forest with mountainous background" src="//upload.wikimedia.org/wikipedia/commons/thumb/6/61/The_Path_to_the_Black_Forest_%28FLUX_1.1_Pro_Ultra%29.webp/220px-The_Path_to_the_Black_Forest_%28FLUX_1.1_Pro_Ultra%29.webp.png" decoding="async" width="220" height="220" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/6/61/The_Path_to_the_Black_Forest_%28FLUX_1.1_Pro_Ultra%29.webp/330px-The_Path_to_the_Black_Forest_%28FLUX_1.1_Pro_Ultra%29.webp.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/6/61/The_Path_to_the_Black_Forest_%28FLUX_1.1_Pro_Ultra%29.webp/440px-The_Path_to_the_Black_Forest_%28FLUX_1.1_Pro_Ultra%29.webp.png 2x" data-file-width="2048" data-file-height="2048" /></a></span><div class="infobox-caption">An image generated with Flux 1.1 Pro (with Ultra mode). Prompt: <code>Generate an image you feel represents yourself, Black Forest Labs</code></div></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Programmer" title="Programmer">Original author(s)</a></th><td class="infobox-data">Black Forest Labs</td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Programmer" title="Programmer">Developer(s)</a></th><td class="infobox-data">Black Forest Labs</td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;">Initial release</th><td class="infobox-data">August 2024</td></tr><tr style="display: none;"><td colspan="2" class="infobox-full-data"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1257001546" /></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Software_release_life_cycle" title="Software release life cycle">Stable release</a></th><td class="infobox-data"><div style="margin:0px;">Flux 1.1 Pro (model)<sup id="cite_ref-release-version_1-0" class="reference"><a href="#cite_note-release-version-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup> / 2 October 2024</div></td></tr><tr style="display:none"><td colspan="2"> </td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Repository_(version_control)" title="Repository (version control)">Repository</a></th><td class="infobox-data"><style data-mw-deduplicate="TemplateStyles:r1126788409">.mw-parser-output .plainlist ol,.mw-parser-output .plainlist ul{line-height:inherit;list-style:none;margin:0;padding:0}.mw-parser-output .plainlist ol li,.mw-parser-output .plainlist ul li{margin-bottom:0}</style><div class="plainlist"><ul><li><span class="url"><a rel="nofollow" class="external text" href="https://github.com/black-forest-labs/flux">github<wbr />.com<wbr />/black-forest-labs<wbr />/flux</a></span> <span class="mw-valign-text-top noprint" typeof="mw:File/Frameless"><a href="https://www.wikidata.org/wiki/Q128801793#P1324" title="Edit this at Wikidata"><img alt="Edit this at Wikidata" src="//upload.wikimedia.org/wikipedia/en/thumb/8/8a/OOjs_UI_icon_edit-ltr-progressive.svg/10px-OOjs_UI_icon_edit-ltr-progressive.svg.png" decoding="async" width="10" height="10" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/en/thumb/8/8a/OOjs_UI_icon_edit-ltr-progressive.svg/15px-OOjs_UI_icon_edit-ltr-progressive.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/8/8a/OOjs_UI_icon_edit-ltr-progressive.svg/20px-OOjs_UI_icon_edit-ltr-progressive.svg.png 2x" data-file-width="20" data-file-height="20" /></a></span></li></ul> </div></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Software_categories#Categorization_approaches" title="Software categories">Type</a></th><td class="infobox-data"><a href="/wiki/Text-to-image_model" title="Text-to-image model">Text-to-image model</a></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Software_license" title="Software license">License</a></th><td class="infobox-data"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1126788409" /><div class="plainlist"><ul><li><a href="/wiki/Apache_License" title="Apache License">Apache License</a> (Schnell)</li><li>Non-commercial licence (Dev)</li><li><a href="/wiki/Proprietary_software" title="Proprietary software">Proprietary</a> (Pro)</li></ul></div></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;">Website</th><td class="infobox-data"><span class="url"><a rel="nofollow" class="external text" href="https://blackforestlabs.ai/">blackforestlabs<wbr />.ai</a></span></td></tr></tbody></table> <p><b>Flux</b> (also known as <b>FLUX.1</b>) is a <a href="/wiki/Text-to-image_model" title="Text-to-image model">text-to-image model</a> developed by Black Forest Labs, based in <a href="/wiki/Freiburg_im_Breisgau" title="Freiburg im Breisgau">Freiburg im Breisgau</a>, Germany. Black Forest Labs were founded by former employees of <a href="/wiki/Stability_AI" title="Stability AI">Stability AI</a>. As with other text-to-image models, Flux <a href="/wiki/Generative_artificial_intelligence" title="Generative artificial intelligence">generates</a> <a href="/wiki/Artificial_intelligence_art" title="Artificial intelligence art">images</a> from <a href="/wiki/Natural_language" title="Natural language">natural language</a> descriptions, called <i><a href="/wiki/Prompt_engineering" title="Prompt engineering">prompts</a></i>. </p> <meta property="mw:PageProp/toc" /> <div class="mw-heading mw-heading2"><h2 id="History">History</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Flux_(text-to-image_model)&action=edit&section=1" title="Edit section: History"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>Black Forest Labs were founded in 2024 by Robin Rombach, Andreas Blattmann, and Patrick Esser, former employees of Stability AI.<sup id="cite_ref-DieZeit_2-0" class="reference"><a href="#cite_note-DieZeit-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-PetaPixel_3-0" class="reference"><a href="#cite_note-PetaPixel-3"><span class="cite-bracket">[</span>3<span class="cite-bracket">]</span></a></sup> All three founders had previously researched the artificial intelligence image generation at <a href="/wiki/Ludwig_Maximilian_University_of_Munich" title="Ludwig Maximilian University of Munich">Ludwig Maximilian University of Munich</a> as research assistants under Björn Ommer.<sup id="cite_ref-AlleAktien_4-0" class="reference"><a href="#cite_note-AlleAktien-4"><span class="cite-bracket">[</span>4<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-TrendAT_5-0" class="reference"><a href="#cite_note-TrendAT-5"><span class="cite-bracket">[</span>5<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-CapitalDE_6-0" class="reference"><a href="#cite_note-CapitalDE-6"><span class="cite-bracket">[</span>6<span class="cite-bracket">]</span></a></sup> They published their research results on image generation in 2022, which resulted in creation of <a href="/wiki/Stable_Diffusion" title="Stable Diffusion">Stable Diffusion</a>.<sup id="cite_ref-CapitalDE_6-1" class="reference"><a href="#cite_note-CapitalDE-6"><span class="cite-bracket">[</span>6<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-Ommer_7-0" class="reference"><a href="#cite_note-Ommer-7"><span class="cite-bracket">[</span>7<span class="cite-bracket">]</span></a></sup> Investors in Black Forest Labs included venture capital firm <a href="/wiki/Andreessen_Horowitz" title="Andreessen Horowitz">Andreessen Horowitz</a>, <a href="/wiki/Brendan_Iribe" title="Brendan Iribe">Brendan Iribe</a>, <a href="/wiki/Michael_Ovitz" title="Michael Ovitz">Michael Ovitz</a>, <a href="/wiki/Garry_Tan" title="Garry Tan">Garry Tan</a>, and <a href="/wiki/Vladlen_Koltun" title="Vladlen Koltun">Vladlen Koltun</a>.<sup id="cite_ref-Announcement_8-0" class="reference"><a href="#cite_note-Announcement-8"><span class="cite-bracket">[</span>8<span class="cite-bracket">]</span></a></sup> The company received an initial investment of <a href="/wiki/United_States_dollar" title="United States dollar">US$</a>31<span class="nowrap"> </span>million.<sup id="cite_ref-TrendingTopics_9-0" class="reference"><a href="#cite_note-TrendingTopics-9"><span class="cite-bracket">[</span>9<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-VentureBeat-funding_10-0" class="reference"><a href="#cite_note-VentureBeat-funding-10"><span class="cite-bracket">[</span>10<span class="cite-bracket">]</span></a></sup> </p><p>In August 2024, Flux was integrated into the <a href="/wiki/Grok_(chatbot)" title="Grok (chatbot)">Grok</a> chatbot developed by <a href="/wiki/XAI_(company)" title="XAI (company)">xAI</a> and made available as part of premium feature on <a href="/wiki/Twitter" title="Twitter">X (formerly Twitter)</a>.<sup id="cite_ref-Meedia_11-0" class="reference"><a href="#cite_note-Meedia-11"><span class="cite-bracket">[</span>11<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-Handelsblatt_12-0" class="reference"><a href="#cite_note-Handelsblatt-12"><span class="cite-bracket">[</span>12<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-TheVerge_13-0" class="reference"><a href="#cite_note-TheVerge-13"><span class="cite-bracket">[</span>13<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-Bloomberg_14-0" class="reference"><a href="#cite_note-Bloomberg-14"><span class="cite-bracket">[</span>14<span class="cite-bracket">]</span></a></sup> Grok later switched to its own text-to-image model <a href="/wiki/Aurora_(text-to-image_model)" class="mw-redirect" title="Aurora (text-to-image model)">Aurora</a> in December 2024.<sup id="cite_ref-Grok-Aurora_15-0" class="reference"><a href="#cite_note-Grok-Aurora-15"><span class="cite-bracket">[</span>15<span class="cite-bracket">]</span></a></sup> </p><p>On 18 November 2024, <a href="/wiki/Mistral_AI" title="Mistral AI">Mistral AI</a> announced that its <i>Le Chat</i> chatbot had integrated Flux Pro as its image generation model.<sup id="cite_ref-Mistral-LeChat_16-0" class="reference"><a href="#cite_note-Mistral-LeChat-16"><span class="cite-bracket">[</span>16<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-VentureBeat-LeChat_17-0" class="reference"><a href="#cite_note-VentureBeat-LeChat-17"><span class="cite-bracket">[</span>17<span class="cite-bracket">]</span></a></sup> </p><p>On 21 November 2024, Black Forest Labs announced the release of Flux.1 Tools, a suite of editing tools designed to be used on top of existing Flux models. The tools consisting of Flux.1 Fill for <a href="/wiki/Inpainting" title="Inpainting">inpainting</a> and outpainting, Flux.1 Depth for control based on extracted <a href="/wiki/Depth_map" title="Depth map">depth map</a> of input images and prompts, Flux.1 Canny for control based on extracted <a href="/wiki/Canny_edge_detector" title="Canny edge detector">canny edges</a> of input images and prompts, and Flux.1 Redux for mixing existing input images and prompts. Each tools are available in both Dev and Pro variants.<sup id="cite_ref-Tools_18-0" class="reference"><a href="#cite_note-Tools-18"><span class="cite-bracket">[</span>18<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-TheDecoder-Tools_19-0" class="reference"><a href="#cite_note-TheDecoder-Tools-19"><span class="cite-bracket">[</span>19<span class="cite-bracket">]</span></a></sup> </p><p>In January 2025, Black Forest Labs announced a partnership with <a href="/wiki/Nvidia" title="Nvidia">Nvidia</a> for inclusion of Flux models as foundation models for Nvidia's <a href="/wiki/Blackwell_(microarchitecture)" title="Blackwell (microarchitecture)">Blackwell</a> microarchitecture.<sup id="cite_ref-VentureBeat-Nvidia_20-0" class="reference"><a href="#cite_note-VentureBeat-Nvidia-20"><span class="cite-bracket">[</span>20<span class="cite-bracket">]</span></a></sup> The company also announced the release of Flux Pro Finetuning API, designed for customisation and <a href="/wiki/Fine-tuning_(deep_learning)" title="Fine-tuning (deep learning)">fine-tuning</a> of Flux-generated images and a partnership with German media company <a href="/wiki/Hubert_Burda_Media" title="Hubert Burda Media">Hubert Burda Media</a> for usage of Flux Pro as part of content creation.<sup id="cite_ref-VentureBeat-ProFinetuning_21-0" class="reference"><a href="#cite_note-VentureBeat-ProFinetuning-21"><span class="cite-bracket">[</span>21<span class="cite-bracket">]</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="Models">Models</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Flux_(text-to-image_model)&action=edit&section=2" title="Edit section: Models"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>Flux is a series of text-to-image models. The models are based on a hybrid architecture that combines multimodal and parallel diffusion transformer blocks scaled to 12<span class="nowrap"> </span>billion parameters.<sup id="cite_ref-Announcement_8-1" class="reference"><a href="#cite_note-Announcement-8"><span class="cite-bracket">[</span>8<span class="cite-bracket">]</span></a></sup> The models are released under different licences with <i>Schnell</i> (meaning Fast or Quick in <a href="/wiki/German_language" title="German language">German language</a>) released as <a href="/wiki/Open-source_software" title="Open-source software">open-source software</a> under <a href="/wiki/Apache_License" title="Apache License">Apache License</a>, <i>Dev</i> released as <a href="/wiki/Source-available_software" title="Source-available software">source-available software</a> under a non-commercial licence, and <i>Pro</i> released as <a href="/wiki/Proprietary_software" title="Proprietary software">proprietary software</a> and only available as <a href="/wiki/API" title="API">API</a> that can be licensed by third-party users.<sup id="cite_ref-Get-Flux_22-0" class="reference"><a href="#cite_note-Get-Flux-22"><span class="cite-bracket">[</span>22<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-TechCrunch-API_23-0" class="reference"><a href="#cite_note-TechCrunch-API-23"><span class="cite-bracket">[</span>23<span class="cite-bracket">]</span></a></sup> Users retained the ownership of resulting output regardless of models used.<sup id="cite_ref-Dev-licence_24-0" class="reference"><a href="#cite_note-Dev-licence-24"><span class="cite-bracket">[</span>24<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-Pro-API-Agreement_25-0" class="reference"><a href="#cite_note-Pro-API-Agreement-25"><span class="cite-bracket">[</span>25<span class="cite-bracket">]</span></a></sup> </p><p>The models can be used either online or locally by using generative AI user interfaces such as <a href="/wiki/ComfyUI" title="ComfyUI">ComfyUI</a> and <a href="/wiki/Stable_Diffusion_WebUI_Forge" class="mw-redirect" title="Stable Diffusion WebUI Forge">Stable Diffusion WebUI Forge</a> (a <a href="/wiki/Fork_(software_development)" title="Fork (software development)">fork</a> of Automatic1111 WebUI).<sup id="cite_ref-Announcement_8-2" class="reference"><a href="#cite_note-Announcement-8"><span class="cite-bracket">[</span>8<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-ASCII-Forge_26-0" class="reference"><a href="#cite_note-ASCII-Forge-26"><span class="cite-bracket">[</span>26<span class="cite-bracket">]</span></a></sup> </p><p>An improved flagship model, Flux 1.1 Pro was released on 2 October 2024.<sup id="cite_ref-release-1.1-pro_27-0" class="reference"><a href="#cite_note-release-1.1-pro-27"><span class="cite-bracket">[</span>27<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-VentureBeat-1.1-pro_28-0" class="reference"><a href="#cite_note-VentureBeat-1.1-pro-28"><span class="cite-bracket">[</span>28<span class="cite-bracket">]</span></a></sup> Two additional modes were added on 6 November, Ultra which can generate image at four times higher resolution and up to 4 megapixel without affecting generation speed and Raw which can generate hyper-realistic image in the style of <a href="/wiki/Candid_photography" title="Candid photography">candid photography</a>.<sup id="cite_ref-PetaPixel-1.1-pro_29-0" class="reference"><a href="#cite_note-PetaPixel-1.1-pro-29"><span class="cite-bracket">[</span>29<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-TheDecoder-raw_30-0" class="reference"><a href="#cite_note-TheDecoder-raw-30"><span class="cite-bracket">[</span>30<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-1.1-ultra-raw_31-0" class="reference"><a href="#cite_note-1.1-ultra-raw-31"><span class="cite-bracket">[</span>31<span class="cite-bracket">]</span></a></sup> </p><p>Related to Flux is <a href="/wiki/Text-to-video_model" title="Text-to-video model">text-to-video model</a> SOTA, under development as of December 2024<sup class="plainlinks noexcerpt noprint asof-tag update" style="display:none;"><a class="external text" href="https://en.wikipedia.org/w/index.php?title=Flux_(text-to-image_model)&action=edit">[update]</a></sup>.<sup id="cite_ref-Announcement_8-3" class="reference"><a href="#cite_note-Announcement-8"><span class="cite-bracket">[</span>8<span class="cite-bracket">]</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="Reception">Reception</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Flux_(text-to-image_model)&action=edit&section=3" title="Edit section: Reception"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>According to a test performed by <i><a href="/wiki/Ars_Technica" title="Ars Technica">Ars Technica</a>,</i> the outputs generated by Flux.1 Dev and Flux.1 Pro are comparable with <a href="/wiki/DALL-E" title="DALL-E">DALL-E 3</a> in terms of prompt fidelity, with the photorealism closely matched <a href="/wiki/Midjourney" title="Midjourney">Midjourney</a> 6 and generated human hands with more consistency over previous models such as Stable Diffusion XL.<sup id="cite_ref-ArsTechnica_32-0" class="reference"><a href="#cite_note-ArsTechnica-32"><span class="cite-bracket">[</span>32<span class="cite-bracket">]</span></a></sup> </p><p>Flux has been criticised for its very realistic generated images. According to media reports, depictions ranged from an image of <a href="/wiki/Donald_Trump" title="Donald Trump">Donald Trump</a> posing with guns to disturbing scenes, which triggered discussions about ethical implications of technologies developed by Black Forest Labs.<sup id="cite_ref-AlleAktien_4-1" class="reference"><a href="#cite_note-AlleAktien-4"><span class="cite-bracket">[</span>4<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-TheVerge_13-1" class="reference"><a href="#cite_note-TheVerge-13"><span class="cite-bracket">[</span>13<span class="cite-bracket">]</span></a></sup> </p><p>After the release of the model, social media <a href="/wiki/Twitter" title="Twitter">X</a> was flooded with Flux-generated images.<sup id="cite_ref-TechCrunch-BFL_33-0" class="reference"><a href="#cite_note-TechCrunch-BFL-33"><span class="cite-bracket">[</span>33<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-RND_34-0" class="reference"><a href="#cite_note-RND-34"><span class="cite-bracket">[</span>34<span class="cite-bracket">]</span></a></sup> Black Forest Labs has not provided exact details of the data used to train the model.<sup id="cite_ref-PetaPixel-1.1-pro_29-1" class="reference"><a href="#cite_note-PetaPixel-1.1-pro-29"><span class="cite-bracket">[</span>29<span class="cite-bracket">]</span></a></sup> <i>Ars Technica</i> suspected that Flux is based on a large, unauthorised collection of images <a href="/wiki/Web_scraping" title="Web scraping">scraped from the internet</a>, a controversial practice with potential legal consequences.<sup id="cite_ref-ArsTechnica_32-1" class="reference"><a href="#cite_note-ArsTechnica-32"><span class="cite-bracket">[</span>32<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-Docma_35-0" class="reference"><a href="#cite_note-Docma-35"><span class="cite-bracket">[</span>35<span class="cite-bracket">]</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="Third-party_integrations">Third-party integrations</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Flux_(text-to-image_model)&action=edit&section=4" title="Edit section: Third-party integrations"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>While Black Forest Labs do not offer direct access to their models on their website, the Flux models are widely available through various third-party platforms for creative and professional use. These include repositories on platforms like <a href="/wiki/Hugging_Face" title="Hugging Face">Hugging Face</a><sup id="cite_ref-36" class="reference"><a href="#cite_note-36"><span class="cite-bracket">[</span>36<span class="cite-bracket">]</span></a></sup> and Replicate.<sup id="cite_ref-37" class="reference"><a href="#cite_note-37"><span class="cite-bracket">[</span>37<span class="cite-bracket">]</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="References">References</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Flux_(text-to-image_model)&action=edit&section=5" title="Edit section: References"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <div class="mw-references-wrap mw-references-columns"><ol class="references"> <li id="cite_note-release-version-1"><span class="mw-cite-backlink"><b><a href="#cite_ref-release-version_1-0">^</a></b></span> <span class="reference-text"><style data-mw-deduplicate="TemplateStyles:r1238218222">.mw-parser-output cite.citation{font-style:inherit;word-wrap:break-word}.mw-parser-output .citation q{quotes:"\"""\"""'""'"}.mw-parser-output .citation:target{background-color:rgba(0,127,255,0.133)}.mw-parser-output .id-lock-free.id-lock-free a{background:url("//upload.wikimedia.org/wikipedia/commons/6/65/Lock-green.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-limited.id-lock-limited a,.mw-parser-output .id-lock-registration.id-lock-registration a{background:url("//upload.wikimedia.org/wikipedia/commons/d/d6/Lock-gray-alt-2.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-subscription.id-lock-subscription a{background:url("//upload.wikimedia.org/wikipedia/commons/a/aa/Lock-red-alt-2.svg")right 0.1em center/9px no-repeat}.mw-parser-output .cs1-ws-icon a{background:url("//upload.wikimedia.org/wikipedia/commons/4/4c/Wikisource-logo.svg")right 0.1em center/12px no-repeat}body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-free a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-limited a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-registration a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-subscription a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .cs1-ws-icon a{background-size:contain;padding:0 1em 0 0}.mw-parser-output .cs1-code{color:inherit;background:inherit;border:none;padding:inherit}.mw-parser-output .cs1-hidden-error{display:none;color:var(--color-error,#d33)}.mw-parser-output .cs1-visible-error{color:var(--color-error,#d33)}.mw-parser-output .cs1-maint{display:none;color:#085;margin-left:0.3em}.mw-parser-output .cs1-kern-left{padding-left:0.2em}.mw-parser-output .cs1-kern-right{padding-right:0.2em}.mw-parser-output .citation .mw-selflink{font-weight:inherit}@media screen{.mw-parser-output .cs1-format{font-size:95%}html.skin-theme-clientpref-night .mw-parser-output .cs1-maint{color:#18911f}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .cs1-maint{color:#18911f}}</style><cite class="citation web cs1"><a rel="nofollow" class="external text" href="https://blackforestlabs.ai/announcing-flux-1-1-pro-and-the-bfl-api/">"Announcing FLUX1.1 [pro] and the BFL API"</a>. <i>Black Forest Labs</i>. 2 October 2024<span class="reference-accessdate">. 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Retrieved <span class="nowrap">17 November</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=Handelsblatt&rft.atitle=Flux.1+%E2%80%93+ein+deutscher+KI-Bildgenerator+dreht+mit+Grok+frei&rft.aulast=Bomke&rft.aufirst=Luisa&rft_id=https%3A%2F%2Fwww.handelsblatt.com%2Ftechnik%2Fki%2Fxai-kooperation-flux1-deutscher-ki-bildgenerator-dreht-mit-grok-frei%2F100059178.html&rfr_id=info%3Asid%2Fen.wikipedia.org%3AFlux+%28text-to-image+model%29" class="Z3988"></span></span> </li> <li id="cite_note-TheVerge-13"><span class="mw-cite-backlink">^ <a href="#cite_ref-TheVerge_13-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-TheVerge_13-1"><sup><i><b>b</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222" /><cite id="CITEREFWeatherbed2024" class="citation web cs1">Weatherbed, Jess (14 August 2024). <a rel="nofollow" class="external text" href="https://www.theverge.com/2024/8/14/24220127/grok-ai-chatbot-beta-image-generation-x-xai-update">"xAI's new Grok-2 chatbots bring AI image generation to X"</a>. <i><a href="/wiki/The_Verge" title="The Verge">The Verge</a></i>. <a rel="nofollow" class="external text" href="https://web.archive.org/web/20241117000048/https://www.theverge.com/2024/8/14/24220127/grok-ai-chatbot-beta-image-generation-x-xai-update">Archived</a> from the original on 17 November 2024<span class="reference-accessdate">. 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Retrieved <span class="nowrap">13 December</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=Black+Forest+Labs&rft.atitle=Introducing+FLUX.1+Tools&rft.date=2024-11-21&rft_id=https%3A%2F%2Fblackforestlabs.ai%2Fflux-1-tools%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AFlux+%28text-to-image+model%29" class="Z3988"></span></span> </li> <li id="cite_note-TheDecoder-Tools-19"><span class="mw-cite-backlink"><b><a href="#cite_ref-TheDecoder-Tools_19-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222" /><cite id="CITEREFBastian2024" class="citation web cs1">Bastian, Matthias (22 November 2024). <a rel="nofollow" class="external text" href="https://the-decoder.com/black-forest-labs-expands-flux-1-with-four-new-ai-tools-for-image-editing/">"Black Forest Labs expands FLUX.1 with four new AI tools for image editing"</a>. <i>The Decoder</i>. <a rel="nofollow" class="external text" href="https://web.archive.org/web/20241122224517/https://the-decoder.com/black-forest-labs-expands-flux-1-with-four-new-ai-tools-for-image-editing/">Archived</a> from the original on 22 November 2024<span class="reference-accessdate">. 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Retrieved <span class="nowrap">19 January</span> 2025</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=VentureBeat&rft.atitle=Nvidia+unveils+AI+foundation+models+running+on+RTX+AI+PCs&rft.date=2025-01-07&rft.aulast=Takahashi&rft.aufirst=Dean&rft_id=https%3A%2F%2Fventurebeat.com%2Fai%2Fnvidia-unveils-ai-foundation-models-running-on-rtx-ai-pcs%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AFlux+%28text-to-image+model%29" class="Z3988"></span></span> </li> <li id="cite_note-VentureBeat-ProFinetuning-21"><span class="mw-cite-backlink"><b><a href="#cite_ref-VentureBeat-ProFinetuning_21-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222" /><cite id="CITEREFFranzen2025" class="citation web cs1">Franzen, Carl (16 January 2025). <a rel="nofollow" class="external text" href="https://venturebeat.com/ai/you-can-now-fine-tune-your-own-version-of-ai-image-maker-flux-with-just-5-images/">"You can now fine-tune your own version of AI image maker Flux with just 5 images"</a>. <i>VentureBeat</i>. <a rel="nofollow" class="external text" href="https://web.archive.org/web/20250124083654/https://venturebeat.com/ai/you-can-now-fine-tune-your-own-version-of-ai-image-maker-flux-with-just-5-images/">Archived</a> from the original on 24 January 2025<span class="reference-accessdate">. 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Retrieved <span class="nowrap">17 November</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=Black+Forest+Labs&rft.atitle=Get+Flux&rft_id=https%3A%2F%2Fblackforestlabs.ai%2F%23get-flux&rfr_id=info%3Asid%2Fen.wikipedia.org%3AFlux+%28text-to-image+model%29" class="Z3988"></span></span> </li> <li id="cite_note-TechCrunch-API-23"><span class="mw-cite-backlink"><b><a href="#cite_ref-TechCrunch-API_23-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222" /><cite id="CITEREFWiggers2024" class="citation web cs1">Wiggers, Kyle (3 October 2024). <a rel="nofollow" class="external text" href="https://techcrunch.com/2024/10/03/black-forest-labs-the-startup-behind-groks-image-generator-releases-an-api/">"Black Forest Labs, the startup behind Grok's image generator, releases an API"</a>. <i><a href="/wiki/TechCrunch" title="TechCrunch">TechCrunch</a></i>. <a rel="nofollow" class="external text" href="https://web.archive.org/web/20241004040824/https://techcrunch.com/2024/10/03/black-forest-labs-the-startup-behind-groks-image-generator-releases-an-api/">Archived</a> from the original on 4 October 2024<span class="reference-accessdate">. Retrieved <span class="nowrap">17 November</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=TechCrunch&rft.atitle=Black+Forest+Labs%2C+the+startup+behind+Grok%27s+image+generator%2C+releases+an+API&rft.date=2024-10-03&rft.aulast=Wiggers&rft.aufirst=Kyle&rft_id=https%3A%2F%2Ftechcrunch.com%2F2024%2F10%2F03%2Fblack-forest-labs-the-startup-behind-groks-image-generator-releases-an-api%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AFlux+%28text-to-image+model%29" class="Z3988"></span></span> </li> <li id="cite_note-Dev-licence-24"><span class="mw-cite-backlink"><b><a href="#cite_ref-Dev-licence_24-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222" /><cite class="citation web cs1"><a rel="nofollow" class="external text" href="https://github.com/black-forest-labs/flux/blob/main/model_licenses/LICENSE-FLUX1-dev">"flux/model_licenses/LICENSE-FLUX1-dev at main · black-forest-labs/flux"</a>. <i>GitHub</i>. <a rel="nofollow" class="external text" href="https://web.archive.org/web/20240915222202/https://github.com/black-forest-labs/flux/blob/main/model_licenses/LICENSE-FLUX1-dev">Archived</a> from the original on 15 September 2024<span class="reference-accessdate">. Retrieved <span class="nowrap">18 November</span> 2024</span>. <q>Outputs. We claim no ownership rights in and to the Outputs. You are solely responsible for the Outputs you generate and their subsequent uses in accordance with this License. You may use Output for any purpose (including for commercial purposes), except as expressly prohibited herein. You may not use the Output to train, fine-tune or distill a model that is competitive with the FLUX.1 [dev] Model.</q></cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=GitHub&rft.atitle=flux%2Fmodel_licenses%2FLICENSE-FLUX1-dev+at+main+%C2%B7+black-forest-labs%2Fflux&rft_id=https%3A%2F%2Fgithub.com%2Fblack-forest-labs%2Fflux%2Fblob%2Fmain%2Fmodel_licenses%2FLICENSE-FLUX1-dev&rfr_id=info%3Asid%2Fen.wikipedia.org%3AFlux+%28text-to-image+model%29" class="Z3988"></span></span> </li> <li id="cite_note-Pro-API-Agreement-25"><span class="mw-cite-backlink"><b><a href="#cite_ref-Pro-API-Agreement_25-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222" /><cite class="citation web cs1"><a rel="nofollow" class="external text" href="https://docs.bfl.ml/agreement/">"API Agreement - BFL Docs (Pro)"</a>. <i>Black Forest Labs</i>. 1 August 2024. <a rel="nofollow" class="external text" href="https://web.archive.org/web/20241003191037/https://docs.bfl.ml/agreement/">Archived</a> from the original on 3 October 2024<span class="reference-accessdate">. Retrieved <span class="nowrap">18 November</span> 2024</span>. <q>Output. Company claims no ownership rights in and to the Outputs, and Developer and Users may use the Output for their own personal or commercial purposes, subject to any restrictions set forth herein or in the Flux Service Terms. For the avoidance of doubt, Outputs do not include any components of the Flux API or the Flux AI model, such as its weights or parameters.</q></cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=Black+Forest+Labs&rft.atitle=API+Agreement+-+BFL+Docs+%28Pro%29&rft.date=2024-08-01&rft_id=https%3A%2F%2Fdocs.bfl.ml%2Fagreement%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AFlux+%28text-to-image+model%29" class="Z3988"></span></span> </li> <li id="cite_note-ASCII-Forge-26"><span class="mw-cite-backlink"><b><a href="#cite_ref-ASCII-Forge_26-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222" /><cite id="CITEREF田口和裕2024" class="citation web cs1 cs1-prop-foreign-lang-source">田口和裕 (18 August 2024). <a rel="nofollow" class="external text" href="https://ascii.jp/elem/000/004/215/4215695/">"話題の画像生成AI「FLUX.1」をStable Diffusion用の「WebUI Forge」で動かす（高速化も試してみました） (1/6)"</a>. <i>ASCII.jp</i> (in Japanese). <a href="/wiki/ASCII_Media_Works" title="ASCII Media Works">ASCII Media Works</a><span class="reference-accessdate">. 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Retrieved <span class="nowrap">17 November</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=TechCrunch&rft.atitle=Meet+Black+Forest+Labs%2C+the+startup+powering+Elon+Musk%27s+unhinged+AI+image+generator&rft.date=2024-08-14&rft.aulast=Zeff&rft.aufirst=Maxwell&rft_id=https%3A%2F%2Ftechcrunch.com%2F2024%2F08%2F14%2Fmeet-black-forest-labs-the-startup-powering-elon-musks-unhinged-ai-image-generator%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AFlux+%28text-to-image+model%29" class="Z3988"></span></span> </li> <li id="cite_note-RND-34"><span class="mw-cite-backlink"><b><a href="#cite_ref-RND_34-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222" /><cite id="CITEREFSchwarzer2024" class="citation web cs1 cs1-prop-foreign-lang-source">Schwarzer, Matthias (16 August 2024). <a rel="nofollow" class="external text" href="https://www.rnd.de/digital/drogen-bomben-und-gewalt-ki-bildgenerator-von-elon-musk-zeigt-alles-mit-deutscher-technik-O4U7367ONNA4LF43GNMVNJARBI.html">"Drogen, Bomben und Gewalt: KI-Bildgenerator von Elon Musk zeigt alles – mit deutscher Technik"</a>. <i>RND.de</i> (in German)<span class="reference-accessdate">. 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Retrieved <span class="nowrap">5 January</span> 2025</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=Hugging+Face&rft.atitle=Black+Forest+Labs+on+Hugging+Face&rft_id=https%3A%2F%2Fhuggingface.co%2Fblack-forest-labs&rfr_id=info%3Asid%2Fen.wikipedia.org%3AFlux+%28text-to-image+model%29" class="Z3988"></span></span> </li> <li id="cite_note-37"><span class="mw-cite-backlink"><b><a href="#cite_ref-37">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222" /><cite class="citation web cs1"><a rel="nofollow" class="external text" href="https://replicate.com/collections/flux">"Flux Collection on Replicate"</a>. <i>Replicate</i>. <a rel="nofollow" class="external text" href="https://web.archive.org/web/20250125142958/https://replicate.com/collections/flux">Archived</a> from the original on 25 January 2025<span class="reference-accessdate">. Retrieved <span class="nowrap">5 January</span> 2025</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=Replicate&rft.atitle=Flux+Collection+on+Replicate&rft_id=https%3A%2F%2Freplicate.com%2Fcollections%2Fflux&rfr_id=info%3Asid%2Fen.wikipedia.org%3AFlux+%28text-to-image+model%29" class="Z3988"></span></span> </li> </ol></div> <div class="mw-heading mw-heading2"><h2 id="External_links">External links</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Flux_(text-to-image_model)&action=edit&section=6" title="Edit section: External links"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <style data-mw-deduplicate="TemplateStyles:r1235681985">.mw-parser-output .side-box{margin:4px 0;box-sizing:border-box;border:1px solid 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href="/wiki/Template:Generative_AI" title="Template:Generative AI"><abbr title="View this template">v</abbr></a></li><li class="nv-talk"><a href="/wiki/Template_talk:Generative_AI" title="Template talk:Generative AI"><abbr title="Discuss this template">t</abbr></a></li><li class="nv-edit"><a href="/wiki/Special:EditPage/Template:Generative_AI" title="Special:EditPage/Template:Generative AI"><abbr title="Edit this template">e</abbr></a></li></ul></div><div id="Generative_AI409" style="font-size:114%;margin:0 4em"><a href="/wiki/Generative_artificial_intelligence" title="Generative artificial intelligence">Generative AI</a></div></th></tr><tr><th scope="row" class="navbox-group" style="width:1%">Concepts</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Autoencoder" title="Autoencoder">Autoencoder</a></li> <li><a href="/wiki/Deep_learning" title="Deep learning">Deep learning</a></li> <li><a href="/wiki/Generative_adversarial_network" title="Generative adversarial network">Generative adversarial network</a></li> <li><a href="/wiki/Generative_pre-trained_transformer" title="Generative pre-trained transformer">Generative pre-trained transformer</a></li> <li><a href="/wiki/Large_language_model" title="Large language model">Large language model</a></li> <li><a href="/wiki/Neural_network_(machine_learning)" title="Neural network (machine learning)">Neural network</a></li> <li><a href="/wiki/Prompt_engineering" title="Prompt engineering">Prompt engineering</a></li> <li><a href="/wiki/Retrieval-augmented_generation" title="Retrieval-augmented generation">Retrieval-augmented generation</a></li> <li><a href="/wiki/Reinforcement_learning_from_human_feedback" title="Reinforcement learning from human feedback">Reinforcement learning from human feedback</a></li> <li><a href="/wiki/Self-supervised_learning" title="Self-supervised learning">Self-supervised learning</a></li> <li><a href="/wiki/Transformer_(deep_learning_architecture)" title="Transformer (deep learning architecture)">Transformer</a></li> <li><a href="/wiki/Variational_autoencoder" title="Variational autoencoder">Variational autoencoder</a></li> <li><a href="/wiki/Vision_transformer" title="Vision transformer">Vision transformer</a></li> <li><a href="/wiki/Word_embedding" title="Word embedding">Word embedding</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Models</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Text</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Claude_(language_model)" title="Claude (language model)">Claude</a></li> <li><a href="/wiki/DBRX" title="DBRX">DBRX</a></li> <li><a href="/wiki/DeepSeek_(chatbot)" title="DeepSeek (chatbot)">DeepSeek</a></li> <li><a href="/wiki/Ernie_Bot" title="Ernie Bot">ERNIE</a></li> <li><a href="/wiki/Gemini_(chatbot)" title="Gemini (chatbot)">Gemini</a></li> <li><a href="/wiki/Generative_pre-trained_transformer" title="Generative pre-trained transformer">GPT</a> <ul><li><a href="/wiki/GPT-1" title="GPT-1">1</a></li> <li><a href="/wiki/GPT-2" title="GPT-2">2</a></li> <li><a href="/wiki/GPT-3" title="GPT-3">3</a></li> <li><a href="/wiki/GPT-J" title="GPT-J">J</a></li> <li><a href="/wiki/ChatGPT" title="ChatGPT">ChatGPT</a></li> <li><a href="/wiki/GPT-4" title="GPT-4">4</a></li> <li><a href="/wiki/GPT-4o" title="GPT-4o">4o</a></li> <li><a href="/wiki/OpenAI_o1" title="OpenAI o1">o1</a></li> <li><a href="/wiki/OpenAI_o3" title="OpenAI o3">o3</a></li> <li><a href="/wiki/GPT-4.5" title="GPT-4.5">4.5</a></li></ul></li> <li><a href="/wiki/Grok_(chatbot)" title="Grok (chatbot)">Grok</a></li> <li><a href="/wiki/IBM_Granite" title="IBM Granite">Granite</a></li> <li><a href="/wiki/Llama_(language_model)" title="Llama (language model)">Llama</a></li> <li><a href="/wiki/Mistral_AI#Mistral_Large" title="Mistral AI">Mistral Large</a></li> <li><a href="/wiki/Huawei_PanGu" title="Huawei PanGu">PanGu-Σ</a></li> <li><a href="/wiki/Qwen" title="Qwen">Qwen</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/Text-to-image_model" title="Text-to-image model">Image</a></th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Aurora_(text-to-image_model)" class="mw-redirect" title="Aurora (text-to-image model)">Aurora</a></li> <li><a href="/wiki/DALL-E" title="DALL-E">DALL-E</a></li> <li><a href="/wiki/Adobe_Firefly" title="Adobe Firefly">Firefly</a></li> <li><a class="mw-selflink selflink">Flux</a></li> <li><a href="/wiki/Ideogram_(text-to-image_model)" title="Ideogram (text-to-image model)">Ideogram</a></li> <li><a href="/wiki/Imagen_(text-to-image_model)" title="Imagen (text-to-image model)">Imagen</a></li> <li><a href="/wiki/Midjourney" title="Midjourney">Midjourney</a></li> <li><a href="/wiki/Stable_Diffusion" title="Stable Diffusion">Stable Diffusion</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Speech</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/15.ai" title="15.ai">15.ai</a></li> <li><a href="/wiki/WaveNet" title="WaveNet">WaveNet</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/Text-to-video_model" title="Text-to-video model">Video</a></th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Dream_Machine_(text-to-video_model)" title="Dream Machine (text-to-video model)">Dream Machine</a></li> <li><a href="/wiki/Runway_(company)#Gen-3_Alpha" title="Runway (company)">Gen-3 Alpha</a></li> <li><a href="/wiki/MiniMax_(company)#Hailuo_AI" title="MiniMax (company)">Hailuo AI</a></li> <li><a href="/wiki/Kling_(text-to-video_model)" class="mw-redirect" title="Kling (text-to-video model)">Kling</a></li> <li><a href="/wiki/Sora_(text-to-video_model)" title="Sora (text-to-video model)">Sora</a></li> <li><a href="/wiki/Google_DeepMind#Video_model" title="Google DeepMind">Veo</a></li> <li><a href="/wiki/VideoPoet" title="VideoPoet">VideoPoet</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Music</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Endel_(app)" title="Endel (app)">Endel</a></li> <li><a href="/wiki/Udio" title="Udio">Udio</a></li> <li><a href="/wiki/Suno_AI" title="Suno AI">Suno AI</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/List_of_artificial_intelligence_companies" title="List of artificial intelligence companies">Companies</a></th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/01.AI" title="01.AI">01.AI</a></li> <li><a href="/wiki/Alibaba_Group" title="Alibaba Group">Alibaba</a></li> <li><a href="/wiki/Anthropic" title="Anthropic">Anthropic</a></li> <li><a href="/wiki/Baichuan" title="Baichuan">Baichuan</a></li> <li><a href="/wiki/Baidu" title="Baidu">Baidu</a></li> <li><a href="/wiki/DeepSeek" title="DeepSeek">DeepSeek</a></li> <li><a href="/wiki/ElevenLabs" title="ElevenLabs">ElevenLabs</a></li> <li><a href="/wiki/Google_DeepMind" title="Google DeepMind">Google DeepMind</a></li> <li><a href="/wiki/Hugging_Face" title="Hugging Face">Hugging Face</a></li> <li><a href="/wiki/Kuaishou" title="Kuaishou">Kuaishou</a></li> <li><a href="/wiki/Meta_AI" title="Meta AI">Meta AI</a></li> <li><a href="/wiki/MiniMax_(company)" title="MiniMax (company)">MiniMax</a></li> <li><a href="/wiki/Mistral_AI" title="Mistral AI">Mistral AI</a></li> <li><a href="/wiki/Moonshot_AI" title="Moonshot AI">Moonshot AI</a></li> <li><a href="/wiki/OpenAI" title="OpenAI">OpenAI</a></li> <li><a href="/wiki/Runway_(company)" title="Runway (company)">Runway</a></li> <li><a href="/wiki/Stability_AI" title="Stability AI">Stability AI</a></li> <li><a href="/wiki/Synthesia_(company)" title="Synthesia (company)">Synthesia</a></li> <li><a href="/wiki/XAI_(company)" title="XAI (company)">xAI</a></li> <li><a href="/wiki/Zhipu_AI" title="Zhipu AI">Zhipu AI</a></li></ul> </div></td></tr><tr><td class="navbox-abovebelow" colspan="2"><div> <ul><li><span class="noviewer" typeof="mw:File"><span title="Category"><img 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navbar-mini"><ul><li class="nv-view"><a href="/wiki/Template:Artificial_intelligence_navbox" title="Template:Artificial intelligence navbox"><abbr title="View this template">v</abbr></a></li><li class="nv-talk"><a href="/wiki/Template_talk:Artificial_intelligence_navbox" title="Template talk:Artificial intelligence navbox"><abbr title="Discuss this template">t</abbr></a></li><li class="nv-edit"><a href="/wiki/Special:EditPage/Template:Artificial_intelligence_navbox" title="Special:EditPage/Template:Artificial intelligence navbox"><abbr title="Edit this template">e</abbr></a></li></ul></div><div id="Artificial_intelligence_(AI)752" style="font-size:114%;margin:0 4em"><a href="/wiki/Artificial_intelligence" title="Artificial intelligence">Artificial intelligence</a> (AI)</div></th></tr><tr><td class="navbox-abovebelow" colspan="2"><div><a href="/wiki/History_of_artificial_intelligence" title="History of artificial intelligence">History</a> (<a href="/wiki/Timeline_of_artificial_intelligence" title="Timeline of artificial intelligence">timeline</a>)</div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Concepts</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Parameter" title="Parameter">Parameter</a> <ul><li><a href="/wiki/Hyperparameter_(machine_learning)" title="Hyperparameter (machine learning)">Hyperparameter</a></li></ul></li> <li><a href="/wiki/Loss_functions_for_classification" title="Loss functions for classification">Loss functions</a></li> <li><a href="/wiki/Regression_analysis" title="Regression analysis">Regression</a> <ul><li><a href="/wiki/Bias%E2%80%93variance_tradeoff" title="Bias–variance tradeoff">Bias–variance tradeoff</a></li> <li><a href="/wiki/Double_descent" title="Double descent">Double descent</a></li> <li><a href="/wiki/Overfitting" title="Overfitting">Overfitting</a></li></ul></li> <li><a href="/wiki/Cluster_analysis" title="Cluster analysis">Clustering</a></li> <li><a href="/wiki/Gradient_descent" title="Gradient descent">Gradient descent</a> <ul><li><a href="/wiki/Stochastic_gradient_descent" title="Stochastic gradient descent">SGD</a></li> <li><a href="/wiki/Quasi-Newton_method" title="Quasi-Newton method">Quasi-Newton method</a></li> <li><a href="/wiki/Conjugate_gradient_method" title="Conjugate gradient method">Conjugate gradient method</a></li></ul></li> <li><a href="/wiki/Backpropagation" title="Backpropagation">Backpropagation</a></li> <li><a href="/wiki/Attention_(machine_learning)" title="Attention (machine learning)">Attention</a></li> <li><a href="/wiki/Convolution" title="Convolution">Convolution</a></li> <li><a href="/wiki/Normalization_(machine_learning)" title="Normalization (machine learning)">Normalization</a> <ul><li><a href="/wiki/Batch_normalization" title="Batch normalization">Batchnorm</a></li></ul></li> <li><a href="/wiki/Activation_function" title="Activation function">Activation</a> <ul><li><a href="/wiki/Softmax_function" title="Softmax function">Softmax</a></li> <li><a href="/wiki/Sigmoid_function" title="Sigmoid function">Sigmoid</a></li> <li><a href="/wiki/Rectifier_(neural_networks)" title="Rectifier (neural networks)">Rectifier</a></li></ul></li> <li><a href="/wiki/Gating_mechanism" title="Gating mechanism">Gating</a></li> <li><a href="/wiki/Weight_initialization" title="Weight initialization">Weight initialization</a></li> <li><a href="/wiki/Regularization_(mathematics)" title="Regularization (mathematics)">Regularization</a></li> <li><a href="/wiki/Training,_validation,_and_test_data_sets" title="Training, validation, and test data sets">Datasets</a> <ul><li><a href="/wiki/Data_augmentation" title="Data augmentation">Augmentation</a></li></ul></li> <li><a href="/wiki/Prompt_engineering" title="Prompt engineering">Prompt engineering</a></li> <li><a href="/wiki/Reinforcement_learning" title="Reinforcement learning">Reinforcement learning</a> <ul><li><a href="/wiki/Q-learning" title="Q-learning">Q-learning</a></li> <li><a href="/wiki/State%E2%80%93action%E2%80%93reward%E2%80%93state%E2%80%93action" title="State–action–reward–state–action">SARSA</a></li> <li><a href="/wiki/Imitation_learning" title="Imitation learning">Imitation</a></li> <li><a href="/wiki/Policy_gradient_method" title="Policy gradient method">Policy gradient</a></li></ul></li> <li><a href="/wiki/Diffusion_process" title="Diffusion process">Diffusion</a></li> <li><a href="/wiki/Latent_diffusion_model" title="Latent diffusion model">Latent diffusion model</a></li> <li><a href="/wiki/Autoregressive_model" title="Autoregressive model">Autoregression</a></li> <li><a href="/wiki/Adversarial_machine_learning" title="Adversarial machine learning">Adversary</a></li> <li><a href="/wiki/Retrieval-augmented_generation" title="Retrieval-augmented generation">RAG</a></li> <li><a href="/wiki/Uncanny_valley" title="Uncanny valley">Uncanny valley</a></li> <li><a href="/wiki/Reinforcement_learning_from_human_feedback" title="Reinforcement learning from human feedback">RLHF</a></li> <li><a href="/wiki/Self-supervised_learning" title="Self-supervised learning">Self-supervised learning</a></li> <li><a href="/wiki/Recursive_self-improvement" title="Recursive self-improvement">Recursive self-improvement</a></li> <li><a href="/wiki/Word_embedding" title="Word embedding">Word embedding</a></li> <li><a href="/wiki/Hallucination_(artificial_intelligence)" title="Hallucination (artificial intelligence)">Hallucination</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Applications</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Machine_learning" title="Machine learning">Machine learning</a> <ul><li><a href="/wiki/Prompt_engineering#In-context_learning" title="Prompt engineering">In-context learning</a></li></ul></li> <li><a href="/wiki/Neural_network_(machine_learning)" title="Neural network (machine learning)">Artificial neural network</a> <ul><li><a href="/wiki/Deep_learning" title="Deep learning">Deep learning</a></li></ul></li> <li><a href="/wiki/Language_model" title="Language model">Language model</a> <ul><li><a href="/wiki/Large_language_model" title="Large language model">Large language model</a></li> <li><a href="/wiki/Neural_machine_translation" title="Neural machine translation">NMT</a></li></ul></li> <li><a href="/wiki/Artificial_general_intelligence" title="Artificial general intelligence">Artificial general intelligence</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Implementations</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Audio–visual</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/AlexNet" title="AlexNet">AlexNet</a></li> <li><a href="/wiki/WaveNet" title="WaveNet">WaveNet</a></li> <li><a href="/wiki/Human_image_synthesis" title="Human image synthesis">Human image synthesis</a></li> <li><a href="/wiki/Handwriting_recognition" title="Handwriting recognition">HWR</a></li> <li><a href="/wiki/Optical_character_recognition" title="Optical character recognition">OCR</a></li> <li><a href="/wiki/Deep_learning_speech_synthesis" title="Deep learning speech synthesis">Speech synthesis</a> <ul><li><a href="/wiki/15.ai" title="15.ai">15.ai</a></li> <li><a href="/wiki/ElevenLabs" title="ElevenLabs">ElevenLabs</a></li></ul></li> <li><a href="/wiki/Speech_recognition" title="Speech recognition">Speech recognition</a> <ul><li><a href="/wiki/Whisper_(speech_recognition_system)" title="Whisper (speech recognition system)">Whisper</a></li></ul></li> <li><a href="/wiki/Facial_recognition_system" title="Facial recognition system">Facial recognition</a></li> <li><a href="/wiki/AlphaFold" title="AlphaFold">AlphaFold</a></li> <li><a href="/wiki/Text-to-image_model" title="Text-to-image model">Text-to-image models</a> <ul><li><a href="/wiki/Aurora_(text-to-image_model)" class="mw-redirect" title="Aurora (text-to-image model)">Aurora</a></li> <li><a href="/wiki/DALL-E" title="DALL-E">DALL-E</a></li> <li><a href="/wiki/Adobe_Firefly" title="Adobe Firefly">Firefly</a></li> <li><a class="mw-selflink selflink">Flux</a></li> <li><a href="/wiki/Ideogram_(text-to-image_model)" title="Ideogram (text-to-image model)">Ideogram</a></li> <li><a href="/wiki/Imagen_(text-to-image_model)" title="Imagen (text-to-image model)">Imagen</a></li> <li><a href="/wiki/Midjourney" title="Midjourney">Midjourney</a></li> <li><a href="/wiki/Stable_Diffusion" title="Stable Diffusion">Stable Diffusion</a></li></ul></li> <li><a href="/wiki/Text-to-video_model" title="Text-to-video model">Text-to-video models</a> <ul><li><a href="/wiki/Dream_Machine_(text-to-video_model)" title="Dream Machine (text-to-video model)">Dream Machine</a></li> <li><a href="/wiki/Runway_(company)#Gen-3_Alpha" title="Runway (company)">Gen-3 Alpha</a></li> <li><a href="/wiki/MiniMax_(company)#Hailuo_AI" title="MiniMax (company)">Hailuo AI</a></li> <li><a href="/wiki/Kling_(text-to-video_model)" class="mw-redirect" title="Kling (text-to-video model)">Kling</a></li> <li><a href="/wiki/Sora_(text-to-video_model)" title="Sora (text-to-video model)">Sora</a></li> <li><a href="/wiki/Google_DeepMind#Video_model" title="Google DeepMind">Veo</a></li></ul></li> <li><a href="/wiki/Music_and_artificial_intelligence" title="Music and artificial intelligence">Music generation</a> <ul><li><a href="/wiki/Suno_AI" title="Suno AI">Suno AI</a></li> <li><a href="/wiki/Udio" title="Udio">Udio</a></li></ul></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Text</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Word2vec" title="Word2vec">Word2vec</a></li> <li><a href="/wiki/Seq2seq" title="Seq2seq">Seq2seq</a></li> <li><a href="/wiki/GloVe" title="GloVe">GloVe</a></li> <li><a href="/wiki/BERT_(language_model)" title="BERT (language model)">BERT</a></li> <li><a href="/wiki/T5_(language_model)" title="T5 (language model)">T5</a></li> <li><a href="/wiki/Llama_(language_model)" title="Llama (language model)">Llama</a></li> <li><a href="/wiki/Chinchilla_(language_model)" title="Chinchilla (language model)">Chinchilla AI</a></li> <li><a href="/wiki/PaLM" title="PaLM">PaLM</a></li> <li><a href="/wiki/Generative_pre-trained_transformer" title="Generative pre-trained transformer">GPT</a> <ul><li><a href="/wiki/GPT-1" title="GPT-1">1</a></li> <li><a href="/wiki/GPT-2" title="GPT-2">2</a></li> <li><a href="/wiki/GPT-3" title="GPT-3">3</a></li> <li><a href="/wiki/GPT-J" title="GPT-J">J</a></li> <li><a href="/wiki/ChatGPT" title="ChatGPT">ChatGPT</a></li> <li><a href="/wiki/GPT-4" title="GPT-4">4</a></li> <li><a href="/wiki/GPT-4o" title="GPT-4o">4o</a></li> <li><a href="/wiki/OpenAI_o1" title="OpenAI o1">o1</a></li> <li><a href="/wiki/OpenAI_o3" title="OpenAI o3">o3</a></li> <li><a href="/wiki/GPT-4.5" title="GPT-4.5">4.5</a></li></ul></li> <li><a href="/wiki/Claude_(language_model)" title="Claude (language model)">Claude</a></li> <li><a href="/wiki/Gemini_(language_model)" title="Gemini (language model)">Gemini</a> <ul><li><a href="/wiki/Gemini_(chatbot)" title="Gemini (chatbot)">chatbot</a></li></ul></li> <li><a href="/wiki/Grok_(chatbot)" title="Grok (chatbot)">Grok</a></li> <li><a href="/wiki/LaMDA" title="LaMDA">LaMDA</a></li> <li><a href="/wiki/BLOOM_(language_model)" title="BLOOM (language model)">BLOOM</a></li> <li><a href="/wiki/Project_Debater" title="Project Debater">Project Debater</a></li> <li><a href="/wiki/IBM_Watson" title="IBM Watson">IBM Watson</a></li> <li><a href="/wiki/IBM_Watsonx" title="IBM Watsonx">IBM Watsonx</a></li> <li><a href="/wiki/IBM_Granite" title="IBM Granite">Granite</a></li> <li><a href="/wiki/Huawei_PanGu" title="Huawei PanGu">PanGu-Σ</a></li> <li><a href="/wiki/DeepSeek_(chatbot)" title="DeepSeek (chatbot)">DeepSeek</a></li> <li><a href="/wiki/Qwen" title="Qwen">Qwen</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Decisional</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/AlphaGo" title="AlphaGo">AlphaGo</a></li> <li><a href="/wiki/AlphaZero" title="AlphaZero">AlphaZero</a></li> <li><a href="/wiki/OpenAI_Five" title="OpenAI Five">OpenAI Five</a></li> <li><a href="/wiki/Self-driving_car" title="Self-driving car">Self-driving car</a></li> <li><a href="/wiki/MuZero" title="MuZero">MuZero</a></li> <li><a href="/wiki/Action_selection" title="Action selection">Action selection</a> <ul><li><a href="/wiki/AutoGPT" title="AutoGPT">AutoGPT</a></li></ul></li> <li><a href="/wiki/Robot_control" title="Robot control">Robot control</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">People</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Alan_Turing" title="Alan Turing">Alan Turing</a></li> <li><a href="/wiki/Warren_Sturgis_McCulloch" title="Warren Sturgis McCulloch">Warren Sturgis McCulloch</a></li> <li><a href="/wiki/Walter_Pitts" title="Walter Pitts">Walter Pitts</a></li> <li><a href="/wiki/John_von_Neumann" title="John von Neumann">John von Neumann</a></li> <li><a href="/wiki/Claude_Shannon" title="Claude Shannon">Claude Shannon</a></li> <li><a href="/wiki/Marvin_Minsky" title="Marvin Minsky">Marvin Minsky</a></li> <li><a href="/wiki/John_McCarthy_(computer_scientist)" title="John McCarthy (computer scientist)">John McCarthy</a></li> <li><a href="/wiki/Nathaniel_Rochester_(computer_scientist)" title="Nathaniel Rochester (computer scientist)">Nathaniel Rochester</a></li> <li><a href="/wiki/Allen_Newell" title="Allen Newell">Allen Newell</a></li> <li><a href="/wiki/Cliff_Shaw" title="Cliff Shaw">Cliff Shaw</a></li> <li><a href="/wiki/Herbert_A._Simon" title="Herbert A. Simon">Herbert A. Simon</a></li> <li><a href="/wiki/Oliver_Selfridge" title="Oliver Selfridge">Oliver Selfridge</a></li> <li><a href="/wiki/Frank_Rosenblatt" title="Frank Rosenblatt">Frank Rosenblatt</a></li> <li><a href="/wiki/Bernard_Widrow" title="Bernard Widrow">Bernard Widrow</a></li> <li><a href="/wiki/Joseph_Weizenbaum" title="Joseph Weizenbaum">Joseph Weizenbaum</a></li> <li><a href="/wiki/Seymour_Papert" title="Seymour Papert">Seymour Papert</a></li> <li><a href="/wiki/Seppo_Linnainmaa" title="Seppo Linnainmaa">Seppo Linnainmaa</a></li> <li><a href="/wiki/Paul_Werbos" title="Paul Werbos">Paul Werbos</a></li> <li><a href="/wiki/J%C3%BCrgen_Schmidhuber" title="Jürgen Schmidhuber">Jürgen Schmidhuber</a></li> <li><a href="/wiki/Yann_LeCun" title="Yann LeCun">Yann LeCun</a></li> <li><a href="/wiki/Geoffrey_Hinton" title="Geoffrey Hinton">Geoffrey Hinton</a></li> <li><a href="/wiki/John_Hopfield" title="John Hopfield">John Hopfield</a></li> <li><a href="/wiki/Yoshua_Bengio" title="Yoshua Bengio">Yoshua Bengio</a></li> <li><a href="/wiki/Lotfi_A._Zadeh" title="Lotfi A. Zadeh">Lotfi A. Zadeh</a></li> <li><a href="/wiki/Stephen_Grossberg" title="Stephen Grossberg">Stephen Grossberg</a></li> <li><a href="/wiki/Alex_Graves_(computer_scientist)" title="Alex Graves (computer scientist)">Alex Graves</a></li> <li><a href="/wiki/Andrew_Ng" title="Andrew Ng">Andrew Ng</a></li> <li><a href="/wiki/Fei-Fei_Li" title="Fei-Fei Li">Fei-Fei Li</a></li> <li><a href="/wiki/Alex_Krizhevsky" title="Alex Krizhevsky">Alex Krizhevsky</a></li> <li><a href="/wiki/Ilya_Sutskever" title="Ilya Sutskever">Ilya Sutskever</a></li> <li><a href="/wiki/Demis_Hassabis" title="Demis Hassabis">Demis Hassabis</a></li> <li><a href="/wiki/David_Silver_(computer_scientist)" title="David Silver (computer scientist)">David Silver</a></li> <li><a href="/wiki/Ian_Goodfellow" title="Ian Goodfellow">Ian Goodfellow</a></li> <li><a href="/wiki/Andrej_Karpathy" title="Andrej Karpathy">Andrej Karpathy</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Architectures</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Neural_Turing_machine" title="Neural Turing machine">Neural Turing machine</a></li> <li><a href="/wiki/Differentiable_neural_computer" title="Differentiable neural computer">Differentiable neural computer</a></li> <li><a href="/wiki/Transformer_(deep_learning_architecture)" title="Transformer (deep learning architecture)">Transformer</a> <ul><li><a href="/wiki/Vision_transformer" title="Vision transformer">Vision transformer (ViT)</a></li></ul></li> <li><a href="/wiki/Recurrent_neural_network" title="Recurrent neural network">Recurrent neural network (RNN)</a></li> <li><a href="/wiki/Long_short-term_memory" title="Long short-term memory">Long short-term memory (LSTM)</a></li> <li><a href="/wiki/Gated_recurrent_unit" title="Gated recurrent unit">Gated recurrent unit (GRU)</a></li> <li><a href="/wiki/Echo_state_network" title="Echo state network">Echo state network</a></li> <li><a href="/wiki/Multilayer_perceptron" title="Multilayer perceptron">Multilayer perceptron (MLP)</a></li> <li><a href="/wiki/Convolutional_neural_network" title="Convolutional neural network">Convolutional neural network (CNN)</a></li> <li><a href="/wiki/Residual_neural_network" title="Residual neural network">Residual neural network (RNN)</a></li> <li><a href="/wiki/Highway_network" title="Highway network">Highway network</a></li> <li><a href="/wiki/Mamba_(deep_learning_architecture)" title="Mamba (deep learning architecture)">Mamba</a></li> <li><a href="/wiki/Autoencoder" title="Autoencoder">Autoencoder</a></li> <li><a href="/wiki/Variational_autoencoder" title="Variational autoencoder">Variational autoencoder (VAE)</a></li> <li><a href="/wiki/Generative_adversarial_network" title="Generative adversarial network">Generative adversarial network (GAN)</a></li> <li><a href="/wiki/Graph_neural_network" title="Graph neural network">Graph neural network (GNN)</a></li></ul> </div></td></tr><tr><td class="navbox-abovebelow" colspan="2"><div> <ul><li><span class="noviewer" typeof="mw:File"><a href="/wiki/File:Symbol_portal_class.svg" class="mw-file-description" title="Portal"><img alt="" src="//upload.wikimedia.org/wikipedia/en/thumb/e/e2/Symbol_portal_class.svg/20px-Symbol_portal_class.svg.png" decoding="async" width="16" height="16" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/en/thumb/e/e2/Symbol_portal_class.svg/40px-Symbol_portal_class.svg.png 1.5x" data-file-width="180" data-file-height="185" /></a></span> Portals <ul><li><a href="/wiki/Portal:Technology" title="Portal:Technology">Technology</a></li></ul></li> <li><span class="noviewer" typeof="mw:File"><span title="Category"><img alt="" src="//upload.wikimedia.org/wikipedia/en/thumb/9/96/Symbol_category_class.svg/16px-Symbol_category_class.svg.png" decoding="async" width="16" height="16" class="mw-file-element" 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