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<h2>Publications</h2>
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<h3>Preprint</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="https://arxiv.org/abs/2005.00806" target="_blank">Teaching Machine Comprehension with Compositional Explanations</a></b><br>
Qinyuan Ye, Xiao Huang, Xiang Ren. arXiv 2020. <br>
<a class="button pub" href="https://github.com/INK-USC/nl-explanation" target="_blank">Code & Data</a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/2005.00646" target="_blank">Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering</a></b><br>
Yanlin Feng, Xinyue Chen, Bill Yuchen Lin, Peifeng Wang, Jun Yan, Xiang Ren. arXiv 2020. <br>
<a class="button pub" href="https://github.com/INK-USC/MHGRN" target="_blank">Github</a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/2005.00782" target="_blank"><i>Can BERT Reason?</i> Logically Equivalent Probes for Evaluating the Inference Capabilities of Language Models</a></b><br>
Pei Zhou, Rahul Khanna, Bill Yuchen Lin, Daniel Ho, Xiang Ren, Jay Pujara. arXiv 2020. <br/>
</p>
<p><b><a href="https://arxiv.org/abs/2005.00691" target="_blank">Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering</a></b><br>
Peifeng Wang, Nanyun Peng, Pedro Szekely, Xiang Ren. arXiv 2020. <br>
<a class="button pub" href="https://github.com/wangpf3/Commonsense-Path-Generator" target="_blank">Github</a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/2005.00792" target="_blank"><b>ForecastQA</b>: Machine Comprehension of Temporal Text for Answering Forecasting Questions</a></b><br>
Woojeong Jin, Suji Kim, Xiang Ren. arXiv 2020.<br/>
</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2020</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="https://arxiv.org/abs/2005.00785" target="_blank">Visually Grounded Continual Learning of Compositional Semantics</a></b><br>
Xisen Jin, Junyi Du, Arka Sadhu, Ram Nevatia, Xiang Ren. <i>Continual Learning @ICML 2020</i>.<br/>
</p>
<p><b><a href="https://arxiv.org/abs/2006.15294" target="_blank">Gradient Based Memory Editing for Task-Free Continual Learning</a></b><br>
Xisen Jin, Junyi Du, Xiang Ren. <i>LifelongML @ICML 2020</i> (<a href="https://lifelongml.github.io/schedule/" target="_blank"> <b>contributed talk</b></a>). <a href="https://github.com/INK-USC/GMED" target="_blank"></a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/1911.03705" target="_blank"><b>CommonGen</b>: A Constrained Text Generation Challenge for Generative Commonsense Reasoning</a></b> <br>
Bill Yuchen Lin, Ming Shen, Pei Zhou, Chandra Bhagavatula, Yejin Choi, Xiang Ren. arXiv 2020. <br>
<a class="button pub" href="http://inklab.usc.edu/CommonGen/" target="_blank">Leaderboard</a>
<a class="button pub" href="https://github.com/INK-USC/CommonGen" target="_blank">Code & Data</a><br/>
(A previous version was accepted to <i>AKBC 2020</i>)<br/>
</p>
<p><b><a href="https://arxiv.org/abs/2005.02439" target="_blank">Contextualizing Hate Speech Classifiers with Post-hoc Explanation</a></b> <br>
Brendan Kennedy*, Xisen Jin*, Aida Mostafazadeh Davani, Morteza Dehghani, Xiang Ren. <i>ACL 2020</i>. <br>
<a class="button pub" href="https://inklab.usc.edu/contextualize-hate-speech/" target="_blank">Project</a>
<a class="button pub" href="https://github.com/BrendanKennedy/contextualizing-hate-speech-models-with-explanations" target="_blank">Github</a><br/>
<font color="red"><b>Media coverage</b></font>: <a href="https://www.digitaltrends.com/features/solving-hate-speech-with-ai/?utm_source=twitter&utm_medium=social&utm_content=socialorg" target="_blank">Digital Trends</a>, <a href="https://www.sciencedaily.com/releases/2020/07/200707113229.htm" target="_blank">ScienceDaily</a>, <a href="https://www.eurekalert.org/pub_releases/2020-07/uosc-crr070620.php" target="_blank">EurekAlert</a>, <a href="https://www.unite.ai/new-study-attempts-to-improve-hate-speech-detection-algorithms/" target="_blank">Unite.AI</a>, <a href="https://viterbischool.usc.edu/news/2020/07/context-reduces-racial-bias-in-hate-speech-detection-algorithms/" target="_blank">USCViterbi</a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/1910.04289">Learning to Contextually Aggregate Multi-Source Supervision for Sequence Labeling</a></b> <br/>
Ouyu Lan*, Xiao Huang*, Bill Yuchen Lin, He Jiang, Liyuan Liu, Xiang Ren. <i>ACL 2020</i><br/>
<a class="button pub" href="papers/acl20-connet.pdf" target="_blank">PDF</a> <a class="button pub" href="https://github.com/INK-USC/ConNet" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1908.10383">Facet-Aware Evaluation for Extractive Text Summarization</a></b><br>
Yuning Mao, Liyuan Liu, Qi Zhu, Xiang Ren and Jiawei Han. <i>ACL 2020</i><br>
<a class="button pub" href="https://github.com/morningmoni/FAR" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/2004.07493" target="_blank">TriggerNER: Learning with Entity Triggers as Explanation for Named Entity Recognition</a></b>.<br>
Bill Yuchen Lin*, Dong-Ho Lee*, Ming Shen, Xiao Huang, Ryan Moreno, Prashant Shiralkar, and Xiang Ren. <i>ACL 2020</i>.<br>
<a class="button pub" href="papers/acl20-triggerNER.pdf" target="_blank">PDF</a>
<a class="button pub" href="https://github.com/INK-USC/TriggerNER" target="_blank">Github</a>
<br/>
</p>
<p><b><a href="https://arxiv.org/abs/2004.07499">LEAN-LIFE: A Label-Efficient Annotation Framework Towards Learning from Explanation</a></b><br>
Dong-Ho Lee*, Rahul Khanna*, Bill Yuchen Lin, Jamin Chen, Seyeon Lee, Qinyuan Ye, Elizabeth Boschee, Leonardo Neves and Xiang Ren. <i>ACL 2020</i> (system demo).<br>
<a class="button pub" href="papers/acl20demo_leanlife.pdf" target="_blank">PDF</a> <a class="button pub" href="http://inklab.usc.edu/leanlife/" target="_blank">Project</a>
</p>
<p><b><a href="https://openreview.net/forum?id=BkxRRkSKwr" target="_blank">Towards Hierarchical Importance Attribution: Explaining Compositional Semantics for Neural Sequence Models</a></b><br>
Xisen Jin, Zhongyu Wei, Junyi Du, Xiangyang Xue, Xiang Ren. <i>ICLR 2020</i> (spotlight).<br>
<a class="button pub" href="https://inklab.usc.edu/hiexpl" target="_blank">Project</a>
<a class="button pub" href="https://github.com/INK-USC/hierarchical-explanation" target="_blank">Github</a>
</p>
<p><b><a href="https://openreview.net/forum?id=rJlUt0EYwS" target="_blank">Learning from Explanations with Neural Module Execution Tree</a></b><br>
Ziqi Wang*, Yujia Qin*, Wenxuan Zhou, Jun Yan, Qinyuan Ye, Leonardo Neves, Zhiyuan Liu, Xiang Ren. <i>ICLR 2020</i> (poster).<br>
<a class="button pub" href="http://inklab.usc.edu/project-NExT/" target="_blank">Project</a>
<a class="button pub" href="https://github.com/INK-USC/NExT" target="_blank">Github</a>
</p>
<p><b><a href="https://dl.acm.org/doi/abs/10.1145/3366423.3380282">NERO: A Neural Rule Grounding Framework for Label-Efficient Relation Extraction</a></b><br>
Wenxuan Zhou, Hongtao Lin, Bill Yuchen Lin, Ziqi Wang, Junyi Du, Leonardo Neves, Xiang Ren. <i>The Web Conference (WWW) 2020</i> (oral).<br>
<a class="button pub" href="https://github.com/INK-USC/NERO" target="_blank">Github</a>
</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2019</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="https://arxiv.org/abs/1909.02151" target="_blank">KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning</a></b><br>
Bill Yuchen Lin, Xinyue Chen, Jamin Chen, Xiang Ren. <i>EMNLP 2019</i> (long, oral).<br>
<a class="button pub" href="https://github.com/INK-USC/KagNet" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1909.00230" target="_blank">Collaborative Policy Learning for Open Knowledge Graph Reasoning</a></b><br>
Cong Fu, Tong Chen, Meng Qu, Woojeong Jin, Xiang Ren. <i>EMNLP 2019</i> (long).<br>
<a class="button pub" href="https://github.com/INK-USC/CPL" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1904.09331" target="_blank">Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction</a></b><br>
Qinyuan Ye, Liyuan Liu, Maosen Zhang, Xiang Ren. <i>EMNLP 2019</i> (long, oral).<br>
<a class="button pub" href="https://github.com/INK-USC/shifted-label-distribution" target="_blank">Github</a>
</p>
<p><b><a>Learning Dynamic Context Augmentation for Global Entity Linking</a></b><br>
Xiyuan Yang, Xiaotao Gu, Sheng Lin, Siliang Tang, Yueting Zhuang, Fei Wu, Zhigang Chen, Guoping Hu, Xiang Ren. <i>EMNLP 2019</i> (long).<br>
<a class="button pub" href="https://github.com/YoungXiyuan/DCA" target="_blank">Github</a>
</p>
<p><b><a>Hierarchical Text Classification with Reinforced Label Assignment</a></b><br>
Yuning Mao, Jingjing Tian, Jiawei Han, Xiang Ren. <i>EMNLP 2019</i> (long).<br>
<a class="button pub" href="https://github.com/morningmoni/HiLAP" target="_blank">Github</a>
</p>
<p><b><a>HMEAE: Hierarchical Modular Event Argument Extraction</a></b><br>
Xiaozhi Wang, Ziqi Wang, Xu Han, Zhiyuan Liu, Juanzi Li, Peng Li, Maosong Sun, Jie Zhou, Xiang Ren. <i>EMNLP 2019</i> (short).<br>
</p>
<p><b><a>Reporting the Unreported: Event Extraction for Analyzing the Local Representation of Hate Crimes</a></b><br>
Aida Mostafazadeh Davani, Leigh Yeh, Mohammad Atari, Brendan Kennedy, Gwenyth Portillo Wightman, Elaine Gonzalez, Natalie Delong, Rhea Bhatia, Arineh Mirinjian, Xiang Ren and Morteza Dehghani. <i>EMNLP 2019</i> (short).<br>
<a class="button pub" href="https://github.com/aiida-/HateCrime" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1904.05530">Recurrent Event Network for Reasoning over Temporal Knowledge Graphs</a></b><br>
Woojeong Jin, Changlin Zhang, Pedro Szekely, Xiang Ren. <i>Short version accepted to ICLR-RLGM 2019.</i><br>
<a class="button pub" href="https://github.com/INK-USC/RENet" target="_blank">Github</a> <a class="button pub" href="https://github.com/woojeongjin/dynamic-KG" target="_blank">Survey</a>
</p>
<p><b><a>Eliciting Knowledge from Experts: Automatic Transcript Parsing for Cognitive Task Analysis</a></b><br>
Junyi Du, He Jiang, Jiaming Shen, Xiang Ren. <i>ACL 2019.</i><br>
<a class="button pub" href="https://github.com/INK-USC/procedural-extraction" target="_blank">Github</a>
</p>
<p><b><a href="papers/acl19_alpaca.pdf" target="_blank">AlpacaTag: An Active Learning-based Crowd Annotation Framework for Sequence Tagging</a></b><br>
Bill Yuchen Lin*, Dong-Ho Lee*, Frank F. Xu, Ouyu Lan, Xiang Ren. <i>ACL 2019.</i> (System Demo)<br>
<a class="button pub" href="http://inklab.usc.edu/AlpacaTag" target="_blank">Project</a>
<a class="button pub" href="https://github.com/INK-USC/AlpacaTag/wiki" target="_blank">Wiki</a>
<a class="button pub" href="https://github.com/INK-USC/AlpacaTag" target="_blank">Github</a>
<a class="button pub" href="http://ink-ron.usc.edu:22033/static/file/poster.pdf" target="_blank">Poster</a>
</p>
<p><b><a>KCAT: A Knowledge-Constraint Typing Annotation Tool</a></b><br>
Sheng Lin, Luye Zheng, Bo Chen, Siliang Tang, Zhigang Chen, Guoping Hu, Yueting Zhuang, Fei Wu, Xiang Ren. <i>ACL 2019.</i> (System Demo)<br>
</p>
<p><b><a href="https://arxiv.org/abs/1904.08051">Posterior-regularized REINFORCE for Instance Selection in Distant Supervision</a></b><br>
Qi Zhang, Siliang Tang, Fei Wu, Siliang Pu, Yueting Zhuang, Xiang Ren. <i>NAACL 2019.</i><br>
<a class="button pub" href="https://github.com/hitcszq/PRRL_code" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1904.06475">Improving Distantly-supervised Entity Typing with Compact Latent Space Clustering</a></b><br>
Bo Chen, Xiaotao Gu, Yufeng Hu, Siliang Tang, Yueting Zhuang, Xiang Ren. <i>NAACL 2019.</i><br>
<a class="button pub" href="https://github.com/herbertchen1/NFETC-CLSC" target="_blank">Github</a>
</p>
<p><b><a>A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification</a></b><br>
Ziqian Zeng, Wenxuan Zhou, Xin Liu, and Yangqiu Song. <i>NAACL 2019.</i><br>
<a class="button pub" href="https://github.com/HKUST-KnowComp/VWS-DMSC" target="_blank">Github</a>
</p>
<p><b><a>Characterizing and Forecasting User Engagement with In-App Action Graphs: A Case Study of Snapchat</a></b><br>
Yozen Liu, Xiaolin Shi, Lucas Pierce, Xiang Ren. <i>KDD 2019.</i><br>
<a class="button pub" href="https://github.com/INK-USC/temporal-gcn-lstm" target="_blank">Github</a>
<a class="button pub" href="https://www.youtube.com/watch?v=m8m72FSDgPY" target="_blank">Video</a>
</p>
<p><b><a>AtSNE: Efficient and Robust Visualization on GPU through Hierarchical Optimization</a></b><br>
Cong Fu, Yonghui Zhang, Deng Cai, Xiang Ren. <i>KDD 2019.</i><br>
<a class="button pub" href="https://github.com/ZJULearning/AtSNE" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1902.07814">Learning Dual Retrieval Module for Semi-supervised Relation Extraction</a></b><br>
Hongtao Lin, Jun Yan, Qu Meng and Xiang Ren. <i>WWW 2019.</i><br>
<a class="button pub" href="https://github.com/INK-USC/DualRE" target="_blank">Github</a>
</p>
<p><b><a href="http:/ink-ron.usc.edu/xiangren/RuleRec-2019.pdf">Jointly Learning Explainable Rules for Recommendation with Knowledge Graph</a></b><br>
Weizhi Ma, Min Zhang, Yue Cao, Woojeong Jin, Chenyang Wang, Yiqun Liu, Shaoping Ma, and Xiang Ren. <i>WWW 2019.</i><br>
<a class="button pub" href="https://github.com/THUIR/RuleRec" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1811.07032">Mining Entity Synonyms with Efficient Neural Set Generation</a></b><br>
Jiaming Shen, Ruiliang Lyu, Xiang Ren, Michelle Vanni, Brian Sadler, Jiawei Han. <i>AAAI 2019.</i><br/>
<a class="button pub" href="https://github.com/mickeystroller/SynSetMine-pytorch" target="_blank">Github</a>
<a class="button pub" href="http://bit.ly/SynSetMine-dataset" target="_blank">Data</a>
<a class="button pub" href="https://mickeystroller.github.io/resources/AAAI2019_SynSetMine_slides.pdf" target="_blank">Slide</a>
</p>
<p><b><a href="https://arxiv.org/abs/1812.10604">Cross-relation Cross-bag Attention for Distantly-supervised Relation Extraction</a></b><br>
Yujin Yuan, Liyuan Liu, Siliang Tang, Zhongfei Zhang, Yueting Zhuang, Fei Wu, Xiang Ren. <i>AAAI 2019.</i><br>
<a class="button pub" href="https://github.com/yuanyu255/PCNN_C2SA" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1804.09931">Integrating Local Context and Global Cohesiveness for Open Information Extraction</a></b><br>
Qi Zhu, Xiang Ren, Jingbo Shang, Yu Zhang, Ahmed El-Kishky, Jiawei Han. <i>WSDM 2019.</i><br>
<a class="button pub" href="https://gentlezhu.github.io/ReMine/" target="_blank">Project</a>
<a class="button pub" href="https://github.com/GentleZhu/ReMine" target="_blank">Github</a>
(<font color="red"><a class="button pub" href="www18_poster.pdf" target="_blank">Short version</a> got Best Poster Award runner-up at WWW'18</font>)
</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2018</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="https://arxiv.org/abs/1806.08804" target="_blank">Hierarchical Graph Representation Learning with Differentiable Pooling</a></b><br>
Rex Ying, Jiaxuan You, Christopher Morris, Xiang Ren, William L. Hamilton, Jure Leskovec. <i>NIPS 2018</i>.<br/>
<a class="button pub" href="https://arxiv.org/abs/1806.08804" target="_blank">ArXiv</a>
<a class="button pub" href="https://github.com/RexYing/graph-pooling" target="_blank">Github</a><br/>
(Spotlight paper; Short version got spotlighted on KDD'18 Deep Learning Day)<br/>
</p>
<p><b><a href="#" target="_blank">Neural Adaptation Layers for Cross-domain Named Entity Recognition</a></b><br>
Bill Yuchen Lin and Wei Lu . <i>EMNLP 2018.</i><br>
</p>
<p><b><a href="papers/emnlp19_extra.pdf" target="_blank">ExtRA: Extracting Prominent Review Aspects from Customer Feedback.</a></b><br>
Zhiyi Luo, Shanshan Huang, Frank F. Xu, Bill Yuchen Lin, Hanyuan Shi and Kenny Q. Zhu. <i>EMNLP 2018.</i><br>
</p>
<p><b><a href="https://arxiv.org/abs/1804.07827" target="_blank">Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling</a></b><br>
Lucas Liu, Xiang Ren, Jingbo Shang, Jian Peng, Jiawei Han. <i>EMNLP 2018.</i> <br>
<a class="button pub" href="https://liyuanlucasliu.github.io/LD-Net/" target="_blank">Blog</a>
<a class="button pub" href="https://github.com/LiyuanLucasLiu/LD-Net" target="_blank">Github</a><br/>
</p>
<p><b><a href="https://shangjingbo1226.github.io/AutoNER/paper/AutoNER.pdf" target="_blank">Learning Named Entity Tagger using Domain-Specific Dictionary</a></b><br>
Jingbo Shang, Lucas Liu, Xiaotao Gu, Xiang Ren, Teng Ren, Jiawei Han. <i>EMNLP 2018.</i><br>
<a class="button pub" href="https://shangjingbo1226.github.io/AutoNER/" target="_blank">Blog</a>
<a class="button pub" href="https://github.com/shangjingbo1226/AutoNER" target="_blank">Github</a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/1802.08773" target="_blank">GraphRNN: Generating Realistic Graphs with Deep Auto-regressive Model</a></b><br>
Rex Ying, Jiaxuan You, Xiang Ren, William L. Hamilton, Jure Leskovec. <i>ICML 2018</i>.<br/>
<a class="button pub" href="https://arxiv.org/abs/1802.08773" target="_blank">ArXiv</a>
<a class="button pub" href="https://github.com/JiaxuanYou/graph-generation" target="_blank">Github</a>
<br/>
</p>
<p><b><a href="papers/acl18_socvec.pdf" target="_blank">Mining Cross-Cultural Differences and Similarities in Social Media</a></b><br>
Bill Yuchen Lin, Frank F. Xu, Kenny Q. Zhu and Seung-won Hwang. <i>ACL 2018</i>.<br>
</p>
<p><b><a href="papers/acl18_locatednear.pdf" target="_blank">Automatic Extraction of Commonsense LocatedNear Knowledge</a></b><br>
Frank F. Xu, Bill Yuchen Lin and Kenny Q. Zhu . <i>ACL 2018</i>.
</p>
<p><b><a href="https://arxiv.org/abs/1805.04044" target="_blank">End-to-End Reinforcement Learning for Automatic Taxonomy Induction</a></b><br>
Yuning Mao, Xiang Ren, Jiaming Shen, Xiaotao Gu, Jiawei Han. <i>ACL 2018</i>.<br>
<a class="button pub" href="https://github.com/morningmoni/TaxoRL" target="_blank">Github</a>
</p>
<p><b><a href="http://chaozhang.org/files/papers/kdd18b.pdf" target="_blank">HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion</a></b><br>
Jiaming Shen, Zeqiu Wu, Dongming Lei, Chao Zhang, Xiang Ren, Michelle T. Vanni, Brian M. Sadler, Jiawei Han. <i>KDD 2018</i>.<br> </p>
<p><b><a href="https://arxiv.org/abs/1711.03226" target="_blank">Weakly-supervised Relation Extraction by Pattern-enhanced Embedding Learning</a></b><br>
Meng Qu, Xiang Ren, Yu Zhang, Jiawei Han. <i>WWW 2018</i>.<br>
<a class="button pub" href="https://github.com/mnqu/REPEL" target="_blank">Github</a>
</p>
<p><b><a href="#" target="_blank">Fast and Accurate Random Walk with Restart on Dynamic Graphs with Guarantees</a></b><br>
Minji Yoon, Woojeong Jin, and U Kang. <i>WWW 2018</i>. <br/>
<a class="button pub" href="https://datalab.snu.ac.kr/osp/" target="_blank">Blog</a>
</p>
<p><b><a href="www18_poster.pdf" target="_blank">Open Information Extraction with Global Structure Constraints</a></b><br>
Qi Zhu, Xiang Ren, Jingbo Shang, Yu Zhang, Frank Xu, Jiawei Han. <i>WWW 2018</i>. (Poster Paper)<br>
(<b>Best Poster Award runner-up</b>)</font><br>
</p>
<p><b><a href="https://arxiv.org/abs/1710.11169" target="_blank">Indirect Supervision for Relation Extraction using Question-Answer Pairs</a></b><br>
Ellen Wu, Xiang Ren, Frank Xu, Ji Li, Jiawei Han. <i>WSDM 2018</i>.<br/>
<a class="button pub" href="https://github.com/shanzhenren/ReQuest" target="_blank">Github</a> <a class="button pub" href="https://ellenmellon.github.io/ReQuest/" target="_blank">Blog</a>
</p>
<p><b><a href="https://arxiv.org/abs/1709.04109" target="_blank">Empower Sequence Labeling with Task-Aware Neural Language Model</a></b><br>
Lucas Liu, Jingbo Shang, Xiang Ren, Frank Xu, Huan Gui, Jian Peng, Jiawei Han. <i>AAAI 2018</i>.<br/>
<a class="button pub" href="https://github.com/LiyuanLucasLiu/LM-LSTM-CRF" target="_blank">Github</a> <a class="button pub" href="https://liyuanlucasliu.github.io/LM-LSTM-CRF/" target="_blank">Blog</a> <a class="button pub"href="http://lm-lstm-crf.readthedocs.io/en/latest/" target="_blank">Documents</a>
</p>
<p><b><a href="DynamicTriad.pdf" target="_blank">Dynamic Network Embedding by Modeling Triadic Closure Process</a></b><br>
Lekui Zhou, Yang Yang, Xiang Ren, Fei Wu, Yueting Zhuang. <i>AAAI 2018</i>.<br/>
<a class="button pub" href="https://github.com/luckiezhou/DynamicTriad" target="_blank">Github</a>
<a class="button pub" href="https://luckiezhou.github.io/DynamicTriad/" target="_blank">Blog</a>
</p>
<p><b><a href="" target="_blank">Open-Schema Event Profiling for Massive News Corpora</a></b><br>
Quan Yuan, Xiang Ren, Wenqi He, Chao Zhang, Xinhe Geng, Lifu Huang, Heng Ji, Chin-Yew Lin, and Jiawei Han. <i>CIKM 2018</i>.
</p>
<p><b><a href="https://arxiv.org/abs/1702.04457" target="_blank">Automated Phrase Mining from Massive Text Corpora</a></b><br>
Jingbo Shang, Jialu Liu, Meng Jiang, Xiang Ren, Clare R Voss, Jiawei Han. <i>TKDE 2018</i>.<br/>
<a class="button pub" href="https://github.com/shangjingbo1226/AutoPhrase" target="_blank">Github</a>
</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2017</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="papers/emnlp17_mcblstmcrf.pdf" target="_blank">Multi-channel BiLSTM-CRF Model for Emerging Named Entity Recognition in Social Media</a></b><br>
Bill Y. Lin, Frank F. Xu, Zhiyi Luo and Kenny Q. Zhu. <i>EMNLP 2017</i>. <br>
(Workshop on Noisy User-generated Text)
</p>
<p><b><a href="https://arxiv.org/abs/1707.00166" target="_blank">Heterogeneous Supervision for Relation Extraction: A Representation Learning Approach</a></b><br>
Liyuan Liu*, Xiang Ren*, Qi Zhu, Shi Zhi, Huan Gui, Heng Ji, Jiawei Han. <i>EMNLP 2017</i>. <br>
<a class="button pub" href="https://github.com/LiyuanLucasLiu/ReHession" target="_blank">Github</a>
<a class="button pub" href="https://liyuanlucasliu.github.io/ReHession/" target="_blank">Project</a>
</p>
<p><b><a href="acl2017_camera ready.pdf" target="_blank">Life-iNet: A Structured Network-Based Knowledge Exploration and Analytics System for Life Sciences</a></b><br>
Xiang Ren, J. Shen, M. Qu, X. Wang, Z. Wu, Q. Zhu, M. Jiang, F. Tao, S. Sinha, D. Liem, P. Ping, R. Weinshilboum, J. Han. <i>ACL 2017</i>. (System demo)
</p>
<p><b><a href="https://arxiv.org/pdf/1706.08186.pdf" target="_blank">Automatic Synonym Discovery with Knowledge Bases</a></b><br>
Meng Qu, Xiang Ren, Jiawei Han. <i>KDD 2017</i>.<br>
<a class="button pub" href="https://github.com/mnqu/DPE" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/pdf/1703.04213.pdf" target="_blank"> MetaPAD: Meta Patten Discovery from Massive Text Corpora</a></b><br>
Meng Jiang, Jingbo Shang, Taylor Cassidy, Xiang Ren, Lance Kaplan, Timothy Hanratty, Jiawei Han. <i>KDD 2017</i>.<br>
<a class="button pub" href="https://github.com/mjiang89/MetaPAD" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/pdf/1610.08763.pdf" target="_blank">CoType: Joint Extraction of Typed Entities and Relations with Knowledge Bases</a></b><br>
Xiang Ren, Zeqiu Wu, Wenqi He, Meng Qu, Clare R. Voss, Heng Ji, Tarek F. Abdelzaher, Jiawei Han. <i>WWW 2017</i>.<br>
<a class="button pub" href="https://github.com/shanzhenren/CoType" target="_blank">Github</a><br>
(<b>short version got in SIGMOD 2017 Research Competition finalist</b>)</font><br>
</p>
<p><b><a href="17-cda.pdf" target="_blank">Comparative Document Analysis for Large Text Corpora</a></b><br>
Xiang Ren, Yuanhua Lv, Kuansan Wang, Jiawei Han. <i>WSDM 2017</i>.
</p>
<p><b><a href="https://arxiv.org/abs/1709.06636" target="_blank">An Attention-based Collaboration Framework for Multi-View Network Representation Learning</a></b><br>
Meng Qu, Jian Tang, Jingbo Shang, Xiang Ren, Ming Zhang, Jiawei Han. <i>CIKM 2017</i>.
</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2016</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="#" target="_blank">Cross-region traffic prediction for China on OpenStreetMap</a></b><br>
Frank F. Xu, Bill Y. Lin, Qi Lu, Yifei Huang and Kenny Q. Zhu . <i>SIGSPATIAL 2016</i>.</p>
<p><b><a href="#" target="_blank">Personalized Ranking in Signed Networks using Signed Random Walk with Restart</a></b><br>
Jinhong Jung, Woojeong Jin, Lee Sael, and U Kang. <i>ICDM 2016</i>. <br>
<a class="button pub" href="https://datalab.snu.ac.kr/srwr/" target="_blank">Blog</a></p>
<p><b><a href="16-AFET.pdf" target="_blank">AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label Embedding</a></b><br>
Xiang Ren*, Wenqi He*, Meng Qu, Lifu Huang, Heng Ji, Jiawei Han. <i>EMNLP 2016</i>. <br>
<a class="button pub" href="https://github.com/shanzhenren/AFET" target="_blank">Github</a>
<a class="button pub" href="AFET-emnlp.pdf" target="_blank">Slides</a> *Equal contribution</p>
<p><b><a href="kdd16-LNR.pdf" target="_blank">Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding</a></b><br>
Xiang Ren*, Wenqi He*, Meng Qu, Heng Ji, Clare R. Voss, Jiawei Han. <i>KDD 2016</i>.<br>
<a class="button pub" href="https://github.com/shanzhenren/PLE" target="_blank">Github</a>
<a class="button pub" href="http://www.kdd.org/kdd2016/subtopic/view/label-noise-reduction-in-entity-typing-by-heterogeneous-partial-label-embed" target="_blank">Video</a></p>
<p><b><a href="16-kdd-mlg.pdf" target="_blank">Entity Typing: A Critical Step for Mining Structures from Massive Unstructured Text</a></b><br>
Xiang Ren, Wenqi He, Ahmed El-Kishky, Clare R. Voss, Heng Ji, Meng Qu, Jiawei Han. <i>KDD-MLG 2016</i>. (Invited Paper)</p>
<p><b><a href="cikm16-profile.pdf" target="_blank">FacetGist: Collective Extraction of Document Facets in Large Technical Corpora</a></b><br>
Tarique A. Siddiqui*, Xiang Ren*, Aditya Parameswaran, Jiawei Han. <i>CIKM 2016.</i></p>
<p><b><a href="http://jialu.cs.illinois.edu/paper/www2016-liu.pdf" target="_blank">Representing Documents via Latent Keyphrase Inference</a></b><br>
Jialu Liu, Xiang Ren, Jingbo Shang, Taylor Cassidy, Clare R. Voss, Jiawei Han. <i>WWW 2016</i>.
<br>
<a class="button pub" href="https://github.com/remenberl/Latent-Keyphrase-Inference" target="_blank">Github</a>
</p>
<p><b><a href="http://jmlr.org/proceedings/papers/v51/wang16a.pdf" target="_blank">Precision Matrix Estimation in High Dimensional Gaussian Graphical Models with Faster Rates</a></b><br>
Lingxiao Wang, Xiang Ren, Quanquan Gu. <i>AISTATS 2016</i>.</p>
<p><b><a href="http://nlp.cs.rpi.edu/paper/eventdemo2016.pdf" target="_blank">Cross-media Event Extraction and Recommendation</a></b><br>
Di Lu, Clare R. Voss, Fangbo Tao, Xiang Ren, Rachel Guan, Rostyslav Korolov, Tongtao Zhang, Dongang Wang, Hongzhi Li, Taylor Cassidy, Heng Ji, Shih-Fu Chang, Jiawei Han, William Wallace, James Hendler, Mei Si and Lance Kaplan. <i>NAACL 2016</i>.<br>
<a class="button pub" href="http://nlp.cs.rpi.edu/multimedia/event/navigation_dark.html" target="_blank">Demo System</a> </br\></p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2015</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="fp611-ren.pdf" target="_blank">ClusType: Effective Entity Recognition and Typing by Relation Phrase-Based Clustering</a></b><br>
Xiang Ren, A. El-Kishky, C. Wang, F. Tao, C. R. Voss, H. Ji, J. Han. <i>KDD 2015</i>. <br>
<a class="button pub" href="http://shanzhenren.github.io/ClusType" target="_blank">Github</a>
<a class="button pub" href="KDD15-ClusType_v3.pdf" target="_blank">Slides</a>
<a class="button pub" href="https://www.youtube.com/watch?v=19eZJ2rFGcE" target="_blank">Video</a><br>
(<b>presented as major part of ACL 2016 keynote speech</b>)</font><br>
</p>
<p><b><a href="indus02-ren.pdf" target="_blank">Synonym Discovery for Structured Entities on Heterogeneous Graphs</a></b><br>
Xiang Ren, Tao Cheng. <i>WWW 2015</i>.</p>
<p><b><a href="modf626-liuA.pdf" target="_blank">Mining Quality Phrases from Massive Text Corpora</a></b><br>
Jialu Liu, Jingbo Shang, Chi Wang, Xiang Ren, Jiawei Han. <i>SIGMOD 2015</i>.<br>
<a class="button pub" href="https://github.com/shangjingbo1226/SegPhrase" target="_blank">Software</a><br>
(<a href="https://www.yelp.com/dataset_challenge" target="_blank">Grand prize winner of Yelp Data Challenge</a>) (<a href="http://engineering.tripadvisor.com/using-nlp-to-find-interesting-collections-of-hotels/" target="_blank">Highlighted by TripAdvisor</a>)</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2014</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="http://hanj.cs.illinois.edu/pdf/kdd14_xren.pdf" target="_blank">ClusCite: Effective Citation Recommendation by Information Network-Based Clustering</a></b><br>
Xiang Ren, J. Liu, X. Yu, U. Khandelwal, Q. Gu, L. Wang, and J. Han. <i>KDD 2014</i>.<br>
<a class="button pub" href="http://ink-ron.usc.edu/xiangren/cluscite.zip" target="_blank">code</a>
<a class="button pub" href="http://ink-ron.usc.edu/xiangren/ClusCite_slides.pdf" target="_blank">slides</a>
<a class="button pub" href="https://github.com/shanzhenren2/PubMed_subset" target="_blank">PubMed Data</a>
<a class="button pub" href="http://arnetminer.org/citation" target="_blank">DBLP Data</a> </p>
<p><b><a href="http://hanj.cs.illinois.edu/pdf/wsdm14_xren.pdf" target="_blank">Heterogeneous Graph-Based Intent Learning from Queries, Web Pages and Wikipedia Concepts</a></b><br>
Xiang Ren, Yujing Wang, Xiao Yu, Jun Yan, Zheng Chen, Jiawei Han. <i>WSDM 2014</i>.<br>
<a class="button pub" href="http://ink-ron.usc.edu/xiangren/wsdm88_talk.pdf" target="_blank">slides</a> <br>*Intern work at Machine Learning Group, Microsoft Research Asia.</p>
<p><b><a href="http://hanj.cs.illinois.edu/pdf/wsdm14_xyu.pdf" target="_blank">Personalized Entity Recommendation: A Heterogeneous Information Network Approach</a></b><br>
X. Yu, <u>X. Ren</u>, Y. Sun, Q. Gu, B. Sturt, U. Khandelwal, B. Norick, and J. Han. <i>WSDM 2014</i>.<br>
<a class="button pub" href="wsdm450_talk.pdf" target="_blank">slides</a> <br>
(<b>most cited paper in WSDM'14</b>)
</p>
<p><b><a href="http://marinadanilevsky.com/wp-content/uploads/2013/05/SDM14_paper502.pdf" target="_blank">Automatic Construction and Ranking of Topical Keyphrases on Collections of Short Documents</a></b><br>
Marina Danilevsky, Chi Wang, Nihit Desai, Xiang Ren, Jingyi Guo, and Jiawei Han. <i>SDM 2014</i>.</p>
<p><b><a href="http://nlp.cs.rpi.edu/paper/sigmod14.pdf" target="_blank">NewsNetExplorer: Automatic Construction and Exploration of News Information Networks</a></b><br>
Fangbo Tao, Jiawei Han, Heng Ji, George Brova,Chi Wang, Ahmed El-Kishky, Jialu Liu, Xiang Ren, Yizhou Sun. <i>SIGMOD 2014.</i> (System Demo)</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2013</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="http://ink-ron.usc.edu/xiangren/ladmws_ijcv.pdf" target="_blank">Linearized Alternating Direction Method with Adaptive Penalty and Warm Starts for Fast Solving Transform Invariant Low-Rank Textures</a></b><br>
Xiang Ren, Zhouchen Lin. <i>IJCV 2013</i>. <br>
<a class="button pub" href="http:/ink-ron.usc.edu/xiangren/ladmap+ws_v1.01.zip">code</a><br>
(Influence Factor: <b>4.270</b>) *Intern work at Microsoft Asia </p>
<p><b><a href="http://hanj.cs.illinois.edu/pdf/icdm13_hkim.pdf" target="_blank">Semantic Frame-Based Document Representation for Comparable Corpora</a></b><br>
Hyungsul Kim, Xiang Ren, Yizhou Sun, Chi Wang, and Jiawei Han. <i>ICDM 2013</i>.<br>
<a class="button pub" href="icdm2013-synrank.pdf" target="_blank">slides</a></p>
<p><b><a href="http://hanj.cs.illinois.edu/pdf/recsys13_xyu.pdf" target="_blank">HeteRec: Entity Recommendation in Heterogeneous Information Networks with Implicit User Feedback</a></b><br>
X. Yu, <u>X. Ren</u>, Y. Sun, B. Sturt, U. Khandelwal, Q. Gu, B. Norick, and J. Han. <i>RecSys 2013</i>.</p>
<p><b><a href="ijcai_HINA2013.pdf" target="_blank">Collaborative Filtering with Entity Similarity Regularization in Heterogeneous Information Networks</a></b><br>
Xiao Yu, Xiang Ren, Quanquan Gu, Yizhou Sun and Jiawei Han. <i>IJCAI-HINA 2013</i>. <br>
<a class="button pub" href="http://ink-ron.usc.edu/xiangren/ijcai13_HINA.pdf" target="_blank">slides</a></p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2012</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="recover_low-rank_texture_final.pdf" target="_blank">Repairing Sparse Low Rank Texture</a></b><br>
Xiao Liang, Xiang Ren, Zhengdong Zhang and Yi Ma. <i>ECCV 2012</i>.<br>
*Intern work at Microsoft Asia</p>
<p><b><a href="1240.pdf" target="_blank">A Non-convex Relaxation Approach to Sparse Dictionary Learning</a></b><br>
Jianping Shi*, Xiang Ren*, Guang Dai, Jingdong Wang and Zhihua Zhang. <i>CVPR 2012</i>. <br>
<a class="button pub" href="cvpr11noncovex_slides.pdf" target="_blank">slides</a> *Equal contribution </p>
</ul>
</div>
</div>
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