DeepWalk: Online Learning of Social Representations

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height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> rforgione/deepwalk </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="1061955" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="1061955" > </div> </div> <div class="row align-items-center"> <div class="col-md-5"> <div class="paper-impl-cell"> <a href="https://github.com/ninoxjy/graph-embedding" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> ninoxjy/graph-embedding </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> 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/> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="1637437" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="1637437" > </div> </div> <div class="row align-items-center"> <div class="col-md-5"> <div class="paper-impl-cell"> <a href="https://github.com/syyunn/node2vec" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> syyunn/node2vec </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="1638067" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="1638067" > </div> </div> <div class="radios-version-element"> <hr/> <div class="row align-items-center justify-content-between"> <div class="col-md-5"> <div class="paper-impl-cell"> There is no official implementation </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" value="" class="official-pgr-input official-pgr-radio" checked > </div> </div> </div> <hr/> <div class="row align-items-center justify-content-between"> <div class="col-md-5"> <div class="paper-impl-cell"> Multiple official implementations </div> </div> <div class="col-md-2 text-center"> <div class="custom-control custom-switch"> <input type="checkbox" class="custom-control-input" id="official-pgr-multiple-switch"> <label class="custom-control-label" for="official-pgr-multiple-switch" id="official-pgr-multiple-switch-label"></label> </div> </div> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary">Submit </button> </div> </form> </div> </div> </div>  <div class="modal fade" id="addRow" role="dialog" aria-labelledby="addRowLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addRowLabel">Add a new evaluation result row</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <div id="div_id_task" class="form-group"> <label for="id_task" class=" requiredField"> Task:<span class="asteriskField">*</span> </label> <div class=""> <select name="task" class="select form-control" required id="id_task"> <option value="" selected>---------</option> <option value="340">Anomaly Detection</option> <option value="267">Language Modelling</option> <option value="407">Node Classification</option> </select> </div> </div> <div class="add-task-hint"> Not in the list? <a href="#addTask" data-bs-toggle="modal" data-bs-dismiss="modal">Add a task.</a> </div> <div id="div_id_dataset" class="form-group"> <label for="id_dataset" class=" requiredField"> Dataset:<span class="asteriskField">*</span> </label> <div class=""> <select name="dataset" class="modelselect2 form-control" required id="id_dataset" data-autocomplete-light-language="en" data-autocomplete-light-url="/dataset-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_model_name" class="form-group"> <label for="id_model_name" class=" requiredField"> Model name:<span class="asteriskField">*</span> </label> <div class=""> <input type="text" name="model_name" class="textinput textInput form-control" required id="id_model_name"> </div> </div> <div id="div_id_metric" class="form-group"> <label for="id_metric" class=" requiredField"> Metric name:<span class="asteriskField">*</span> </label> <div class=""> <select name="metric" class="modelselect2 form-control" required id="id_metric" data-autocomplete-light-language="en" data-autocomplete-light-url="/metric-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="sota-metric-names"> </div> <div class="form-group"> <div id="div_id_metric_higher_is_better" class="form-check"> <input type="checkbox" name="metric_higher_is_better" class="checkboxinput form-check-input" id="id_metric_higher_is_better"> <label for="id_metric_higher_is_better" class="form-check-label"> Higher is better (for the metric) </label> </div> </div> <div id="div_id_metric_value" class="form-group"> <label for="id_metric_value" class=" requiredField"> Metric value:<span class="asteriskField">*</span> </label> <div class=""> <input type="text" name="metric_value" class="textinput textInput form-control" required id="id_metric_value"> </div> </div> <div id="sota-metric-values"> </div> <div class="form-group"> <div id="div_id_uses_additional_data" class="form-check"> <input type="checkbox" name="uses_additional_data" class="checkboxinput form-check-input" id="id_uses_additional_data"> <label for="id_uses_additional_data" class="form-check-label"> Uses extra training data </label> </div> </div> <div id="div_id_evaluated_on" class="form-group"> <label for="id_evaluated_on" class=""> Data evaluated on </label> <div class=""> <input type="text" name="evaluated_on" value="2014-03-26" autocomplete="off" class="dateinput form-control" id="id_evaluated_on"> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary"> Submit </button> </div> </form> </div> </div> </div>  <div class="modal fade" id="removeRow" role="dialog" aria-labelledby="removeRowLabel" aria-hidden="true"> <div class="modal-dialog modal-lg" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeRowLabel">Add a new evaluation result row</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <div class="sota-table"> <table class="table-striped"> <tr> <th>TASK</th> <th>DATASET</th> <th>MODEL</th> <th>METRIC NAME</th> <th>METRIC VALUE</th> <th>GLOBAL RANK</th> <th>REMOVE</th> </tr> <tr> <td> Document Classification </td> <td> Cora </td> <td> DeepWalk </td> <td> Accuracy </td> <td> 67.2% </td> <td> # 6 </td> <td> <form action="" method="post"> 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name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="3563"> <input type="hidden" name="remove_metric_pk" value="667"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-collab </td> <td> DeepWalk </td> <td> Test Hits@50 </td> <td> 0.5037 ± 0.0034 </td> <td> # 23 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36052"> <input type="hidden" name="remove_metric_pk" value="25366"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-collab </td> <td> DeepWalk </td> <td> Validation Hits@50 </td> <td> Please tell us </td> <td> # 28 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36052"> <input type="hidden" name="remove_metric_pk" value="25367"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-collab </td> <td> DeepWalk </td> <td> Number of params </td> <td> 61390187 </td> <td> # 3 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36052"> <input type="hidden" name="remove_metric_pk" value="26376"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-collab </td> <td> DeepWalk </td> <td> Ext. data </td> <td> No </td> <td> # 1 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36052"> <input type="hidden" name="remove_metric_pk" value="37405"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-ddi </td> <td> DeepWalk </td> <td> Test Hits@20 </td> <td> 0.2246 ± 0.0290 </td> <td> # 26 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36066"> <input type="hidden" name="remove_metric_pk" value="25370"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-ddi </td> <td> DeepWalk </td> <td> Validation Hits@20 </td> <td> Please tell us </td> <td> # 29 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36066"> <input type="hidden" name="remove_metric_pk" value="25371"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-ddi </td> <td> DeepWalk </td> <td> Number of params </td> <td> 1543913 </td> <td> # 16 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36066"> <input type="hidden" name="remove_metric_pk" value="26377"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-ddi </td> <td> DeepWalk </td> <td> Ext. data </td> <td> No </td> <td> # 1 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36066"> <input type="hidden" name="remove_metric_pk" value="37406"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-ppa </td> <td> DeepWalk </td> <td> Test Hits@100 </td> <td> 0.2302 ± 0.0163 </td> <td> # 21 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36041"> <input type="hidden" name="remove_metric_pk" value="25362"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-ppa </td> <td> DeepWalk </td> <td> Validation Hits@100 </td> <td> Please tell us </td> <td> # 24 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36041"> <input type="hidden" name="remove_metric_pk" value="25363"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-ppa </td> <td> DeepWalk </td> <td> Number of params </td> <td> 150138741 </td> <td> # 1 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36041"> <input type="hidden" name="remove_metric_pk" value="26375"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Link Property Prediction </td> <td> ogbl-ppa </td> <td> DeepWalk </td> <td> Ext. data </td> <td> No </td> <td> # 1 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="36041"> <input type="hidden" name="remove_metric_pk" value="37404"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Node Classification </td> <td> Wikipedia </td> <td> DeepWalk </td> <td> Accuracy </td> <td> 19.4% </td> <td> # 3 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="3567"> <input type="hidden" name="remove_metric_pk" value="668"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> <tr> <td> Node Classification </td> <td> Wikipedia </td> <td> DeepWalk </td> <td> Macro-F1 </td> <td> 0.183 </td> <td> # 3 </td> <td> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_row_pk" value="3567"> <input type="hidden" name="remove_metric_pk" value="669"> <button type="submit" class="btn btn-danger"> - </button> </form> </td> </tr> </table> </div> </div> </form> </div> </div> </div>  <div class="modal fade" id="addTask" role="dialog" aria-labelledby="addTaskLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addTaskLabel">Add a task</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <div class="current-tasks-title">Attached tasks:</div> <ul class="list-unstyled"> <li> <a href="/task/anomaly-detection"> <span class="badge badge-primary">ANOMALY DETECTION</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/language-modelling"> <span class="badge badge-primary">LANGUAGE MODELLING</span> </a> </li> </ul> <ul class="list-unstyled"> <li> <a href="/task/node-classification"> <span class="badge badge-primary">NODE CLASSIFICATION</span> </a> </li> </ul> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <div id="div_id_task" class="form-group"> <label for="id_task" class=""> Add: </label> <div class=""> <select name="task" class="modelselect2 form-control" id="id_task" data-autocomplete-light-language="en" data-autocomplete-light-url="/task-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div class="modal-help-text"> Not in the list?<br/> <a href="#" id="new-task-form-toggle"> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Create a new task</a>. </div> <div id="new-task-form" style="display: none"> <div id="div_id_new_task_name" class="form-group"> <label for="id_new_task_name" class=""> New task name: </label> <div class=""> <input type="text" name="new_task_name" maxlength="200" class="textinput textInput form-control" id="id_new_task_name"> </div> </div> <div id="div_id_new_task_area" class="form-group"> <label for="id_new_task_area" class=""> Top-level area: </label> <div class=""> <select name="new_task_area" class="select form-control" id="id_new_task_area"> <option value="" selected>---------</option> <option value="17">Adversarial</option> <option value="18">Audio</option> <option value="11">Computer Code</option> <option value="3">Computer Vision</option> <option value="9">Graphs</option> <option value="15">Knowledge Base</option> <option value="7">Medical</option> <option value="6">Methodology</option> <option value="5">Miscellaneous</option> <option value="12">Music</option> <option value="4">Natural Language Processing</option> <option value="13">Playing Games</option> <option value="14">Reasoning</option> <option value="16">Robots</option> <option value="10">Speech</option> <option value="8">Time Series</option> </select> </div> </div> <div id="div_id_new_task_parent" class="form-group"> <label for="id_new_task_parent" class=""> Parent task (if any): </label> <div class=""> <select name="new_task_parent" class="modelselect2 form-control" id="id_new_task_parent" data-autocomplete-light-language="en" data-autocomplete-light-url="/task-and-tag-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_new_task_desc" class="form-group"> <label for="id_new_task_desc" class=""> Description: </label> <div class=""> <textarea name="new_task_desc" cols="40" rows="3" class="textarea form-control" id="id_new_task_desc"> </textarea> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary"> Submit </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="removeTask" tabindex="-1" role="dialog" aria-labelledby="removeTaskLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeTaskLabel">Remove a task</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/anomaly-detection"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/e00767d1-66de-4410-adac-a7efd0e00f60.jpg"> <span>Anomaly Detection</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_task_pk" value="340"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/language-modelling"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000267-8df06634.jpg"> <span>Language Modelling</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_task_pk" value="267"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/node-classification"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000407-3df5d6f0.jpg"> <span>Node Classification</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_task_pk" value="407"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> </div> </form> </div> </div> </div>  <div class="modal fade" id="addMethod" role="dialog" aria-labelledby="addMethodLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addMethodLabel">Add a method</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <div class="current-methods-title">Attached methods:</div> <ul class="list-unstyled"> <li> <a href="/method/deepwalk"> <span class="badge badge-primary">DEEPWALK</span> </a> </li> </ul> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <div id="div_id_method" class="form-group"> <label for="id_method" class=""> Add: </label> <div class=""> <select name="method" class="modelselect2 form-control" id="id_method" data-autocomplete-light-language="en" data-autocomplete-light-url="/method-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div class="modal-help-text"> Not in the list?<br/> <a href="#" id="new-method-form-toggle"> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Create a new method</a>. </div> <div id="new-method-form" style="display: none"> <div id="div_id_new_method_name" class="form-group"> <label for="id_new_method_name" class=""> <b>New method name</b> (e.g. ReLU): </label> <div class=""> <input type="text" name="new_method_name" maxlength="200" minlength="2" class="textinput textInput form-control" id="id_new_method_name"> </div> </div> <div id="div_id_new_method_full_name" class="form-group"> <label for="id_new_method_full_name" class=""> <b>New method full name</b> (e.g. Rectified Linear Unit): </label> <div class=""> <input type="text" name="new_method_full_name" maxlength="200" minlength="2" class="textinput textInput form-control" id="id_new_method_full_name"> </div> </div> <div id="div_id_new_method_paper" class="form-group"> <label for="id_new_method_paper" class=""> <b>Paper where method was first introduced</b>: </label> <div class=""> <select name="new_method_paper" class="modelselect2 form-control" id="id_new_method_paper" data-autocomplete-light-language="en" data-autocomplete-light-url="/paper-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_new_method_collection" class="form-group"> <label for="id_new_method_collection" class=""> <b>Method category</b> (e.g. Activation Functions): <i>If no match, add something for now then you can add a new category afterwards.</i> </label> <div class=""> <select name="new_method_collection" class="modelselect2 form-control" id="id_new_method_collection" data-autocomplete-light-language="en" data-autocomplete-light-url="/method-collection-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_new_method_desc" class="form-group"> <label for="id_new_method_desc" class=""> <b>Markdown description</b> (optional; $\LaTeX$ enabled): <i>You can edit this later, so feel free to start with something succinct.</i> </label> <div class=""> <textarea name="new_method_desc" cols="40" rows="10" class="textarea form-control" id="id_new_method_desc"> </textarea> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary"> Submit </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="removeMethod" tabindex="-1" role="dialog" aria-labelledby="removeMethodLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeMethodLabel">Remove a method</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <ul class="list-unstyled"> <form action="" method="post"> <li> <a href="/method/deepwalk"> <span class="badge badge-primary">DEEPWALK</span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <input type="hidden" name="remove_method_pk" value="341"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> </div> </form> </div> </div> </div>  <div class="modal fade" id="badgeModal" tabindex="-1" role="dialog" aria-labelledby="badgeModalLabel" aria-hidden="true" > <div class="modal-dialog modal-lg" role="document"> <div class="modal-content modal-badge"> <div class="row"> <div class="col-md-12 paper-evaluation-section-title"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12 zero-padding"> <h1>🦡 Badges</h1> <hr/> </div> </div> </div> </div> </div> <div class="paper-evaluation-section" id="badges"> <div class="row"> <div class="col-md-12"> <p> Include the markdown at the top of your GitHub <code>README.md</code> file to showcase the performance of the model. </p> <p> Badges are live and will be dynamically updated with the latest ranking of this paper. </p> <div class="sota-table badge-table"> <table class="table-striped"> <tr> <th> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Badge </th> <th style="width: 50%">Markdown </th> </tr> <tr> <td> <img src="https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/link-property-prediction-on-ogbl-ddi" /> </td> <td> <code>[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/link-property-prediction-on-ogbl-ddi)](https://paperswithcode.com/sota/link-property-prediction-on-ogbl-ddi?p=deepwalk-online-learning-of-social)</code> </td> </tr> <tr> <td> <img src="https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/link-property-prediction-on-ogbl-ppa" /> </td> <td> <code>[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/link-property-prediction-on-ogbl-ppa)](https://paperswithcode.com/sota/link-property-prediction-on-ogbl-ppa?p=deepwalk-online-learning-of-social)</code> </td> </tr> <tr> <td> <img src="https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/node-classification-on-blogcatalog" /> </td> <td> <code>[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/node-classification-on-blogcatalog)](https://paperswithcode.com/sota/node-classification-on-blogcatalog?p=deepwalk-online-learning-of-social)</code> </td> </tr> <tr> <td> <img src="https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/node-classification-on-wikipedia" /> </td> <td> <code>[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/node-classification-on-wikipedia)](https://paperswithcode.com/sota/node-classification-on-wikipedia?p=deepwalk-online-learning-of-social)</code> </td> </tr> <tr> <td> <img src="https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/document-classification-on-cora" /> </td> <td> <code>[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/document-classification-on-cora)](https://paperswithcode.com/sota/document-classification-on-cora?p=deepwalk-online-learning-of-social)</code> </td> </tr> <tr> <td> <img src="https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/link-property-prediction-on-ogbl-collab" /> </td> <td> <code>[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deepwalk-online-learning-of-social/link-property-prediction-on-ogbl-collab)](https://paperswithcode.com/sota/link-property-prediction-on-ogbl-collab?p=deepwalk-online-learning-of-social)</code> </td> </tr> </table> </div> </div> </div> </div> </div> </div> </div>  <div class="modal fade" id="editDatasets" role="dialog" aria-labelledby="editDatasetsLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="editDatasetsLabel">Edit Datasets</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body paper-page-edit-dataset-modal"> <input type="hidden" name="csrfmiddlewaretoken" value="MkcGDeBYwkF4ZhqeVgOplezwObTBC7ugU3izSKdqvHPsTV9xZPzItANuDJAnEuPH"> <div 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276v-56c0-6.6-5.4-12-12-12h-92v-92c0-6.6-5.4-12-12-12h-56c-6.6 0-12 5.4-12 12v92h-92c-6.6 0-12 5.4-12 12v56c0 6.6 5.4 12 12 12h92v92c0 6.6 5.4 12 12 12h56c6.6 0 12-5.4 12-12v-92h92c6.6 0 12-5.4 12-12z"/></svg></span> Add a new dataset here </a> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary" name="edit-datasets"> Save </button> </div> </form> </div> </div> </div> </template> <div class="container content content-buffer "> <main> <div class="paper-title"> <div class="row"> <div class="col-md-12"> <h1> DeepWalk: Online Learning of Social Representations </h1> <div class="authors"> <p> <span class="author-span">26 Mar 2014</span>  ·  <span class="author-span"> <a href="/author/bryan-perozzi">Bryan Perozzi</a></span>, <span class="author-span"> <a href="/author/rami-al-rfou-1">Rami Al-Rfou</a></span>, <span class="author-span"> <a href="/author/steven-skiena">Steven Skiena</a></span> <span class="hidden-element">· </span><button type="button" class="badge-edit" data-bs-toggle="modal" data-bs-toggle="modal" data-bs-target="#loginModal"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> <span>Edit social preview</span> </button> </p> </div> </div> </div> </div> <div class="paper-abstract"> <div class="row"> <div class="col-md-12"> <p> We present DeepWalk, a novel approach for learning latent representations of vertices in a network. These latent representations encode social relations in a continuous vector space, which is easily exploited by statistical models. DeepWalk generalizes recent advancements in language modeling and unsupervised feature learning (or deep learning) from sequences of words to graphs. DeepWalk uses local information obtained from truncated random walks to learn latent representations by treating walks as the equivalent of sentences. We demonstrate DeepWalk's latent representations on several multi-label network classification tasks for social networks such as BlogCatalog, Flickr, and YouTube. Our results show that DeepWalk outperforms challenging baselines which are allowed a global view of the network, especially in the presence of missing information. DeepWalk's representations can provide $F_1$ scores up to 10% higher than competing methods when labeled data is sparse. In some experiments, DeepWalk's representations are able to outperform all baseline methods while using 60% less training data. DeepWalk is also scalable. It is an online learning algorithm which builds useful incremental results, and is trivially parallelizable. These qualities make it suitable for a broad class of real world applications such as network classification, and anomaly detection. </p> <a href="https://arxiv.org/pdf/1403.6652v2.pdf" onclick="captureOutboundLink('https://arxiv.org/pdf/1403.6652v2.pdf'); return true;" class="badge badge-light "> <span class=" icon-wrapper icon-fa icon-fa-regular" data-name="file-pdf"><svg viewBox="0 0 384 513.795" xmlns="http://www.w3.org/2000/svg"><path d="M369.9 98.88c9 9 14.1 21.3 14.1 34v332.1c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-416c0-26.5 21.5-48 48-48.1h204.1c12.7 0 24.9 5.1 33.9 14.1zm-37.8 30.1L256 52.88v76.1h76.1zM48 464.98h288v-288H232c-13.3 0-24-10.7-24-24v-104H48v416zm250.2-143.7c10.5 10.5 8 38.7-17.5 38.7-14.8 0-36.9-6.8-55.8-17-21.6 3.6-46 12.7-68.4 20.1-50.1 86.4-79.4 47-76.1 31.2 4-20 31-35.9 51-46.2 10.5-18.4 25.4-50.5 35.4-74.4-7.4-28.6-11.4-51-7-67.1 4.8-17.7 38.4-20.3 42.6 5.9 4.7 15.4-1.5 39.9-5.4 56 8.1 21.3 19.6 35.8 36.8 46.3 17.4-2.2 52.2-5.5 64.4 6.5zm-198.1 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/> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/phanein/deepwalk" onclick="captureOutboundLink('https://github.com/phanein/deepwalk'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> phanein/deepwalk </a> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 2,688 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/benedekrozemberczki/karateclub" onclick="captureOutboundLink('https://github.com/benedekrozemberczki/karateclub'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> benedekrozemberczki/karateclub </a> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 2,172 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> </div> </div> </div> <div class="table-options"> <a href="#" id="implementations-see-more-trigger">See all 14</a> implementations </div> </div> <div id="implementations-full-list" style="display:none"> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/PaddlePaddle/PaddleRec/tree/master/models/recall/deepwalk" onclick="captureOutboundLink('https://github.com/PaddlePaddle/PaddleRec/tree/master/models/recall/deepwalk'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> PaddlePaddle/PaddleRec </a> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 4,317 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/paddle-551b4bd3.png" /> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/shenweichen/GraphEmbedding" onclick="captureOutboundLink('https://github.com/shenweichen/GraphEmbedding'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 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/> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/syyunn/node2vec" onclick="captureOutboundLink('https://github.com/syyunn/node2vec'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> syyunn/node2vec </a> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 0 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> </div> </div> </div> <div class="table-options"> <a href="#" id="implementations-see-less-trigger">Collapse 14</a> implementations </div> </div> </div> </div> <div class="col-md-5 paper-section" id="tasks"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12"> <h2>Tasks <div class="float-right"> <div class="dropdown edit-button"> <button class="dropdown-toggle badge badge-edit" type="button" id="taskEditMenu" data-bs-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit </button> <div 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src="https://production-media.paperswithcode.com/thumbnails/task/e00767d1-66de-4410-adac-a7efd0e00f60.jpg"> <span>Anomaly Detection</span> </span> </a> <a href="/task/language-modelling"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000267-8df06634.jpg"> <span>Language Modelling</span> </span> </a> <a href="/task/node-classification"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/thumbnails/task/task-0000000407-3df5d6f0.jpg"> <span>Node Classification</span> </span> </a> </div> </div> </div> </div> </div> </div> <div class="row"> <div class="col-md-12 paper-section paper-evaluation-section-title" id="datasets"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12 zero-padding-datasets"> <h2>Datasets <div class="float-right"> <div class="dropdown edit-button"> <button class="dropdown-toggle badge badge-edit" type="button" id="datasetEditMenu" 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src="https://production-media.paperswithcode.com/thumbnails/dataset-small/dataset-0000005078-ce502adf.jpg"> OGB </a> </span> <span class="badge badge-primary"> <a href="/dataset/cora"> <img class="dataset-list-image" src="https://production-media.paperswithcode.com/thumbnails/dataset-small/dataset-0000000700-425f02c1.jpg"> Cora </a> </span> <span class="badge badge-primary"> <a href="/dataset/blogcatalog"> <img class="dataset-list-image" src="https://production-media.paperswithcode.com/thumbnails/dataset-small/442bd464-b8d9-488e-a150-0ec9fa52c512.jpg"> Eximtradedata </a> </span> </div> </div> </div> </div> </div> </div>  <div class="row"> <div id="results" class="col-md-12 paper-evaluation-section-title"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12 zero-padding"> <h2>Results from the Paper <div class="float-right"> <div class="dropdown edit-button"> <button class="dropdown-toggle badge badge-edit" type="button" id="evalEditMenu" data-bs-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> Edit </button> <div class="dropdown-menu dropdown-menu-end" aria-labelledby="evalEditMenu"> <a class="dropdown-item" href="#loginModal" data-bs-toggle="modal"> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" 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     <a href="#" class="get-badge-button float-right" data-bs-toggle="modal" data-bs-target="#badgeModal"> <span class=" icon-wrapper icon-fa icon-fa-light" data-name="arrow-to-right"><svg viewBox="0 0 448 520.146" xmlns="http://www.w3.org/2000/svg"><path d="M215 100.5c4.7-4.7 12.3-4.7 17 0l148.6 148c4.7 4.7 4.7 12.3 0 17l-148.5 148c-4.7 4.7-12.3 4.7-17 0l-7.1-7.1c-4.7-4.7-4.7-12.3 0-17L323.9 274H12c-6.6 0-12-5.4-12-12v-10c0-6.6 5.4-12 12-12h311.9l-116-115.4a12.01 12.01 0 0 1 0-17zM448 77v360c0 6.6-5.4 12-12 12h-8c-6.6 0-12-5.4-12-12V77c0-6.6 5.4-12 12-12h8c6.6 0 12 5.4 12 12z"/></svg></span> Get a GitHub badge </a> </div> </div> </div> </div> </div> </div> <div class="paper-evaluation-section" id="evaluation"> <div class="row"> <div class="col-md-12"> <div class="sota-table table-responsive"> <table class="table-striped"> <tr> <th>Task</th> <th>Dataset</th> <th>Model</th> <th>Metric Name</th> <th>Metric Value</th> <th>Global Rank</th> <th>Benchmark</th> </tr> <tr> <td rowspan="2" class="rowspan-td"> Node Classification </td> <td rowspan="2" class="rowspan-td"> Eximtradedata </td> <td rowspan="2" class="rowspan-td model-col"> DeepWalk </td> <td style="vertical-align: top; padding-top: 18px;"> Accuracy </td> <td> 22.5% </td> <td> # 2 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/node-classification-on-blogcatalog" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Macro-F1 </td> <td> 0.214 </td> <td> # 3 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/node-classification-on-blogcatalog" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="4" class="rowspan-td"> Link Property Prediction </td> <td rowspan="4" class="rowspan-td"> ogbl-collab </td> <td rowspan="4" class="rowspan-td model-col"> DeepWalk </td> <td style="vertical-align: top; padding-top: 18px;"> Test Hits@50 </td> <td> 0.5037 ± 0.0034 </td> <td> # 23 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-collab" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Validation Hits@50 </td> <td> Please tell us </td> <td> # 28 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-collab" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Number of params </td> <td> 61390187 </td> <td> # 3 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-collab" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Ext. data </td> <td> No </td> <td> # 1 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-collab" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="4" class="rowspan-td"> Link Property Prediction </td> <td rowspan="4" class="rowspan-td"> ogbl-ddi </td> <td rowspan="4" class="rowspan-td model-col"> DeepWalk </td> <td style="vertical-align: top; padding-top: 18px;"> Test Hits@20 </td> <td> 0.2246 ± 0.0290 </td> <td> # 26 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-ddi" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Validation Hits@20 </td> <td> Please tell us </td> <td> # 29 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-ddi" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Number of params </td> <td> 1543913 </td> <td> # 16 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-ddi" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Ext. data </td> <td> No </td> <td> # 1 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-ddi" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="4" class="rowspan-td"> Link Property Prediction </td> <td rowspan="4" class="rowspan-td"> ogbl-ppa </td> <td rowspan="4" class="rowspan-td model-col"> DeepWalk </td> <td style="vertical-align: top; padding-top: 18px;"> Test Hits@100 </td> <td> 0.2302 ± 0.0163 </td> <td> # 21 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-ppa" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Validation Hits@100 </td> <td> Please tell us </td> <td> # 24 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-ppa" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Number of params </td> <td> 150138741 </td> <td> # 1 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-ppa" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Ext. data </td> <td> No </td> <td> # 1 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/link-property-prediction-on-ogbl-ppa" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td rowspan="2" class="rowspan-td"> Node Classification </td> <td rowspan="2" class="rowspan-td"> Wikipedia </td> <td rowspan="2" class="rowspan-td model-col"> DeepWalk </td> <td style="vertical-align: top; padding-top: 18px;"> Accuracy </td> <td> 19.4% </td> <td> # 3 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/node-classification-on-wikipedia" style="text-decoration: underline"> Compare</a> </div> </td> </tr> <tr> <td style="vertical-align: top; padding-top: 18px;"> Macro-F1 </td> <td> 0.183 </td> <td> # 3 </td> <td> <div class="sota-table-link"> <a class="btn btn-primary" href="/sota/node-classification-on-wikipedia" style="text-decoration: underline"> Compare</a> </div> </td> </tr> </table> </div> </div> </div> </div> <div class="row"> <div id="results" class="col-md-12 paper-evaluation-section-title"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12 zero-padding"> <h2>Results from Other Papers</h2> <hr/> </div> </div> </div> </div> </div> <div class="paper-evaluation-section" id="referenced-evaluation"> <div class="row"> <div class="col-md-12">  <div class="sota-table"> <table class="table-striped"> <tr> <th>Task</th> <th>Dataset</th> <th>Model</th> <th>Metric Name</th> <th>Metric Value</th> <th>Rank</th> <th class="text-center">Source Paper</th> <th>Compare</th> </tr> <tr> <td rowspan="" class="rowspan-td"> Document Classification </td> <td rowspan="" class="rowspan-td"> Cora </td> <td rowspan="" class="rowspan-td"> DeepWalk </td> <td style="vertical-align: top; padding-top: 18px;"> Accuracy </td> <td> 67.2% </td> <td> # 6 </td> <td class="text-center"> <a href="/paper/adaptively-connected-neural-networks"> <span class=" icon-wrapper icon-ion" data-name="document"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M428 224H288a48 48 0 0 1-48-48V36a4 4 0 0 0-4-4h-92a64 64 0 0 0-64 64v320a64 64 0 0 0 64 64h224a64 64 0 0 0 64-64V228a4 4 0 0 0-4-4z"/><path d="M419.22 188.59L275.41 44.78a2 2 0 0 0-3.41 1.41V176a16 16 0 0 0 16 16h129.81a2 2 0 0 0 1.41-3.41z"/></svg></span> </a> </td> <td> 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