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SIGIR 2021: all accepted papers

382 papers · page 1 of 4 · the most cited first · ← SIGIR 2021

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  1. Self-supervised Graph Learning for Recommendation ↗Jiancan Wu, Xiang Wang, Fuli Feng et al.1,488 citations
  2. Sequential Recommendation with Graph Neural Networks ↗Jianxin Chang, Chen Gao, Yu Zheng et al.433 citations
  3. Causal Intervention for Leveraging Popularity Bias in Recommendation ↗Yang Zhang, Fuli Feng, Xiangnan He et al.426 citations
  4. SPLADE: Sparse Lexical and Expansion Model for First Stage RankingThibault Formal, Benjamin Piwowarski, Stéphane Clinchant394 citations · our summary
  5. Pyserini: A Python Toolkit for Reproducible Information Retrieval Research with Sparse and Dense Representations ↗Jimmy Lin, Xueguang Ma, Sheng-Chieh Lin et al.350 citations
  6. Temporal Knowledge Graph Reasoning Based on Evolutional Representation Learning ↗Zixuan Li, Xiaolong Jin, Wei Li et al.348 citations
  7. Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware SamplingSebastian Hofstätter, Sheng-Chieh Lin, Jheng-Hong Yang et al.293 citations · our summary
  8. Hierarchical Multi-modal Contextual Attention Network for Fake News Detection ↗Shengsheng Qian, Jinguang Wang, Jun Hu et al.276 citations
  9. User Preference-aware Fake News Detection ↗Yingtong Dou, Kai Shu, Congying Xia et al.272 citations
  10. Optimizing Dense Retrieval Model Training with Hard Negatives ↗Jingtao Zhan, Jiaxin Mao, Yiqun Liu et al.244 citations
  11. Graph Meta Network for Multi-Behavior Recommendation ↗Lianghao Xia, Yong Xu, Chao Huang et al.219 citations
  12. WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learning ↗Krishna Srinivasan, Karthik Raman, Jiecao Chen et al.208 citations
  13. Deconfounded Video Moment Retrieval with Causal Intervention ↗Xun Yang, Fuli Feng, Wei Ji et al.197 citations
  14. Dynamic Modality Interaction Modeling for Image-Text Retrieval ↗Leigang Qu, Meng Liu, Jianlong Wu et al.186 citations
  15. Clicks can be Cheating: Counterfactual Recommendation for Mitigating Clickbait Issue ↗Wenjie Wang, Fuli Feng, Xiangnan He et al.173 citations
  16. RCD: Relation Map Driven Cognitive Diagnosis for Intelligent Education Systems ↗Weibo Gao, Qi Liu, Zhenya Huang et al.170 citations
  17. Empowering News Recommendation with Pre-trained Language Models ↗Chuhan Wu, Fangzhao Wu, Tao Qi et al.169 citations
  18. AutoDebias: Learning to Debias for Recommendation ↗Jiawei Chen, Hande Dong, Yang Qiu et al.167 citations
  19. ConsisRec: Enhancing GNN for Social Recommendation via Consistent Neighbor Aggregation ↗Liangwei Yang, Zhiwei Liu, Yingtong Dou et al.154 citations
  20. Learning Passage Impacts for Inverted Indexes ↗Antonio Mallia, Omar Khattab, Torsten Suel et al.152 citations
  21. Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer ↗Zhiwei Liu, Ziwei Fan, Yu Wang et al.140 citations
  22. Lighter and Better: Low-Rank Decomposed Self-Attention Networks for Next-Item Recommendation ↗Xinyan Fan, Zheng Liu, Jianxun Lian et al.140 citations
  23. Towards Personalized Fairness based on Causal Notion ↗Yunqi Li, Hanxiong Chen, Shuyuan Xu et al.139 citations
  24. The World is Binary: Contrastive Learning for Denoising Next Basket Recommendation ↗Yuqi Qin, Pengfei Wang, Chenliang Li136 citations
  25. Unified Conversational Recommendation Policy Learning via Graph-based Reinforcement Learning ↗Yang Deng, Yaliang Li, Fei Sun et al.131 citations
  26. Learning to Warm Up Cold Item Embeddings for Cold-start Recommendation with Meta Scaling and Shifting Networks ↗Yongchun Zhu, Ruobing Xie, Fuzhen Zhuang et al.130 citations
  27. Counterfactual Data-Augmented Sequential Recommendation ↗Zhenlei Wang, Jingsen Zhang, Hongteng Xu et al.128 citations
  28. Transfer-Meta Framework for Cross-domain Recommendation to Cold-Start Users ↗Yongchun Zhu, Kaikai Ge, Fuzhen Zhuang et al.123 citations
  29. Decoupling Representation Learning and Classification for GNN-based Anomaly Detection ↗Yanling Wang, Jing Zhang, Shasha Guo et al.120 citations
  30. CauseRec: Counterfactual User Sequence Synthesis for Sequential Recommendation ↗Shengyu Zhang, Dong Yao, Zhou Li Zhao et al.118 citations
  31. Bootstrapping User and Item Representations for One-Class Collaborative Filtering ↗Dongha Lee, SeongKu Kang, Hyunjun Ju et al.116 citations
  32. Enhanced Graph Learning for Collaborative Filtering via Mutual Information Maximization ↗Yonghui Yang, Le Wu, Richang Hong et al.111 citations
  33. Elliot: A Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation ↗Vito Walter Anelli, Alejandro Bellogín, Antonio Ferrara et al.106 citations
  34. Tracing Knowledge State with Individual Cognition and Acquisition Estimation ↗Ting Long, Yunfei Liu, Jian Guo Shen et al.102 citations
  35. DepressionNet: Learning Multi-modalities with User Post Summarization for Depression Detection on Social Media ↗Hamad Zogan, Imran Razzak, Shoaib Jameel et al.101 citations
  36. Self-Supervised Contrastive Learning for Code Retrieval and Summarization via Semantic-Preserving Transformations ↗Nghi D. Q. Bui, Yijun Yu, Lingxiao Jiang98 citations
  37. LeCaRD: A Legal Case Retrieval Dataset for Chinese Law System ↗Yixiao Ma, Yunqiu Shao, Yueyue Wu et al.94 citations
  38. Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph Completion ↗Guanglin Niu, Yang Li, Chengguang Tang et al.92 citations
  39. Video Corpus Moment Retrieval with Contrastive Learning ↗Hao Zhang, Aixin Sun, Wei Jing et al.91 citations
  40. Simplified Data Wrangling with ir_datasets ↗Sean MacAvaney, Andrew Yates, Sergey Feldman et al.88 citations
  41. Rumor Detection on Social Media with Event Augmentations ↗Zhenyu He, Ce Li, Fan Zhou et al.85 citations
  42. TFROM ↗Yao Wu, Jian Cao, Guandong Xu et al.85 citations
  43. TILDE: Term Independent Likelihood moDEl for Passage Re-ranking ↗Shengyao Zhuang, Guido Zuccon84 citations
  44. NeurJudge: A Circumstance-aware Neural Framework for Legal Judgment Prediction ↗Linan Yue, Qi Liu, Binbin Jin et al.83 citations
  45. Category-aware Collaborative Sequential Recommendation ↗Renqin Cai, Jibang Wu, Aidan San et al.80 citations
  46. Personalized News Recommendation with Knowledge-aware Interactive Matching ↗Tao Qi, Fangzhao Wu, Chuhan Wu et al.79 citations
  47. Few-Shot Conversational Dense Retrieval ↗Shi Yu, Zhenghao Liu, Chenyan Xiong et al.76 citations
  48. Fairness among New Items in Cold Start Recommender Systems ↗Ziwei Zhu, Jingu Kim, Trung Nguyen et al.74 citations
  49. Comprehensive Linguistic-Visual Composition Network for Image Retrieval ↗Haokun Wen, Xuemeng Song, Xin Yang et al.71 citations
  50. MMConv: An Environment for Multimodal Conversational Search across Multiple Domains ↗Lizi Liao, Le Hong Long, Zheng Zhang et al.70 citations
  51. Computationally Efficient Optimization of Plackett-Luce Ranking Models for Relevance and Fairness ↗Harrie Oosterhuis68 citations
  52. One Chatbot Per Person: Creating Personalized Chatbots based on Implicit User Profiles ↗Zhengyi Ma, Zhicheng Dou, Yutao Zhu et al.67 citations
  53. Gazetteer Enhanced Named Entity Recognition for Code-Mixed Web Queries ↗Besnik Fetahu, Anjie Fang, Oleg Rokhlenko et al.64 citations
  54. Should Graph Convolution Trust Neighbors? A Simple Causal Inference Method ↗Fuli Feng, Weiran Huang, Xiangnan He et al.64 citations
  55. Enhanced Doubly Robust Learning for Debiasing Post-Click Conversion Rate Estimation ↗Siyuan Guo, Lixin Zou, Yiding Liu et al.62 citations
  56. Counterfactual Reward Modification for Streaming Recommendation with Delayed Feedback ↗Xiao Zhang, Haonan Jia, Hanjing Su et al.60 citations
  57. Social Recommendation with Implicit Social Influence ↗Changhao Song, Bo Wang, Qinxue Jiang et al.60 citations
  58. Temporal Augmented Graph Neural Networks for Session-Based Recommendations ↗Huachi Zhou, Qiaoyu Tan, Xiao Xia Huang et al.60 citations
  59. Towards Multi-Modal Conversational Information Seeking ↗Yashar Deldjoo, Johanne R. Trippas, Hamed Zamani60 citations
  60. Affective Dependency Graph for Sarcasm Detection ↗Chenwei Lou, Bin Liang, Lin Gui et al.59 citations
  61. Structured Graph Convolutional Networks with Stochastic Masks for Recommender Systems ↗Huiyuan Chen, Lan Wang, Yusan Lin et al.59 citations
  62. Towards an Online Empathetic Chatbot with Emotion Causes ↗Yanran Li, Ke Li, Hongke Ning et al.56 citations
  63. Counterfactual Explanations for Neural Recommenders ↗Khanh Hiep Tran, Azin Ghazimatin, Rishiraj Saha Roy55 citations
  64. MS MARCO: Benchmarking Ranking Models in the Large-Data Regime ↗Nick Craswell, Bhaskar Mitra, Emine Yılmaz et al.55 citations
  65. ReXPlug: Explainable Recommendation using Plug-and-Play Language Model ↗Deepesh Hada, M. Vijaikumar, Shirish Shevade55 citations
  66. Societal Biases in Retrieved Contents: Measurement Framework and Adversarial Mitigation of BERT Rankers ↗Navid Rekabsaz, Simone Kopeinik, Markus Schedl55 citations
  67. TREC Deep Learning Track: Reusable Test Collections in the Large Data Regime ↗Nick Craswell, Bhaskar Mitra, Emine Yılmaz et al.55 citations
  68. FedCT: Federated Collaborative Transfer for Recommendation ↗Shuchang Liu, Shuyuan Xu, Wenhui Yu et al.53 citations
  69. Legal Judgment Prediction via Relational Learning ↗Dong Qian, Shuzi Niu53 citations
  70. Dual Attention Transfer in Session-based Recommendation with Multi-dimensional Integration ↗Chen Chen, Jie Guo, Bin Song52 citations
  71. Joint Knowledge Pruning and Recurrent Graph Convolution for News Recommendation ↗裕美子 増田, Yuhao Yang, Xudong Ren et al.52 citations
  72. Legal Judgment Prediction with Multi-Stage Case Representation Learning in the Real Court Setting ↗Luyao Ma, Yating Zhang, Tianyi Wang et al.52 citations
  73. One Person, One Model, One World ↗Fajie Yuan, Guoxiao Zhang, Alexandros Karatzoglou et al.52 citations
  74. Graph Pooling via Coarsened Graph Infomax ↗Yunsheng Pang, Yunxiang Zhao, Dongsheng Li50 citations
  75. Hierarchical Cross-Modal Graph Consistency Learning for Video-Text Retrieval ↗Weike Jin, Zhou Li Zhao, Pengcheng Zhang et al.50 citations
  76. LPF: A Language-Prior Feedback Objective Function for De-biased Visual Question Answering ↗Zujie Liang, Haifeng Hu, Jiayíng Zhu50 citations
  77. Learning Graph Meta Embeddings for Cold-Start Ads in Click-Through Rate Prediction ↗Robin Wentao Ouyang, Xiuwu Zhang, Shukui Ren et al.50 citations
  78. Sequential Recommendation for Cold-start Users with Meta Transitional Learning ↗Jianling Wang, Kaize Ding, James Caverlee50 citations
  79. Heterogeneous Attention Network for Effective and Efficient Cross-modal Retrieval ↗Tan Yu, Yi Yang, Yi Li et al.49 citations
  80. The Winner Takes it All: Geographic Imbalance and Provider (Un)fairness in Educational Recommender Systems ↗Elizabeth Avery Gomez, Carlos Shui Zhang, Ludovico Boratto et al.48 citations
  81. Towards Trustworthiness in the Context of Explainable Search ↗Sayantan Polley, Rashmi Koparde, Akshaya Bindu Gowri et al.48 citations
  82. Fight Fire with Fire: Towards Robust Recommender Systems via Adversarial Poisoning Training ↗Chenwang Wu, Defu Lian, Yong Ge et al.46 citations
  83. A Graph-Enhanced Click Model for Web Search ↗Jianghao Lin, Weiwen Liu, Xinyi Dai et al.45 citations
  84. AdsGNN: Behavior-Graph Augmented Relevance Modeling in Sponsored Search ↗Chaozhuo Li, Bochen Pang, Yuming Liu et al.45 citations
  85. ICAI-SR: Item Categorical Attribute Integrated Sequential Recommendation ↗Yuan Xu, Dongsheng Duan, Lingling Tong et al.45 citations
  86. Learning to Ask Appropriate Questions in Conversational Recommendation ↗Xuhui Ren, Hongzhi Yin, Tong Chen et al.45 citations
  87. Neural Graph Matching based Collaborative Filtering ↗Yixin Su, Rui Zhang, Sarah M. Erfani et al.45 citations
  88. Inductive Representation Learning in Temporal Networks via Mining Neighborhood and Community Influences ↗Meng Liu, Yong Liu44 citations
  89. Tutorial on Fairness of Machine Learning in Recommender Systems ↗Yunqi Li, Yingqiang Ge, Yongfeng Zhang44 citations
  90. Reinforcement Learning from Reformulations in Conversational Question Answering over Knowledge Graphs ↗Magdalena Kaiser, Rishiraj Saha Roy, Gerhard Weikum43 citations
  91. Semi-Supervised Variational Reasoning for Medical Dialogue Generation ↗Dongdong Li, Zhaochun Ren, Pengjie Ren et al.43 citations
  92. Cross-Batch Negative Sampling for Training Two-Tower Recommenders ↗Jinpeng Wang, Jieming Zhu, Xiuqiang He42 citations
  93. DyDiff-VAE: A Dynamic Variational Framework for Information Diffusion Prediction ↗Ruijie Wang, Zijie Huang, Shengzhong Liu et al.42 citations
  94. FedCMR: Federated Cross-Modal Retrieval ↗Linlin Zong, Qiujie Xie, Jiahui Zhou et al.42 citations
  95. EXTRA: Explanation Ranking Datasets for Explainable Recommendation ↗Lei Li, Yongfeng Zhang, Li Chen41 citations
  96. Enhancing Domain-Level and User-Level Adaptivity in Diversified Recommendation ↗Yile Liang, Tieyun Qian, Qing Li et al.41 citations
  97. How Deep is your Learning: the DL-HARD Annotated Deep Learning Dataset ↗Iain Mackie, Jeff Dalton, Andrew Yates41 citations
  98. Comparison-based Conversational Recommender System with Relative Bandit Feedback ↗Zhihui Xie, Tong Yu, Canzhe Zhao et al.40 citations
  99. Conversational Fashion Image Retrieval via Multiturn Natural Language Feedback ↗Yifei Yuan, Wai Pang Lam40 citations
  100. Make It Easy ↗Congcong Ge, Xiaoze Liu, Lu Chen et al.40 citations

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