---
title: "SIGIR 2020 — all accepted papers with summaries and citations"
description: "All 382 papers of SIGIR 2020 · page 1 of 4, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/international-acm-sigir-conference-on-research-and-development-in-information/2020/papers/"
---
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# SIGIR 2020: all accepted papers

382 papers · page 1 of 4 · the most cited first · [← SIGIR 2020](https://md.research.elamur.ai/free/en/venues/international-acm-sigir-conference-on-research-and-development-in-information/2020/)

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1. **[LightGCN ↗](https://doi.org/10.1145/3397271.3401063)**Xiangnan He, Kuan Deng, Xiang Wang et al.*4,430 citations*
2. **[ColBERT](https://md.research.elamur.ai/free/en/papers/khattab-2020-colbert-efficient-effective-passage/)**Omar Khattab, Matei Zaharia*1,248 citations · our summary*
3. **[Disentangled Graph Collaborative Filtering ↗](https://doi.org/10.1145/3397271.3401137)**Xiang Wang, Hongye Jin, An Zhang et al.*624 citations*
4. **[Global Context Enhanced Graph Neural Networks for Session-based Recommendation ↗](https://doi.org/10.1145/3397271.3401142)**Ziyang Wang, Wei Wei, Gao Cong et al.*558 citations*
5. **[Multi-behavior Recommendation with Graph Convolutional Networks ↗](https://doi.org/10.1145/3397271.3401072)**Bowen Jin, Chen Gao, Xiangnan He et al.*415 citations*
6. **[CKAN ↗](https://doi.org/10.1145/3397271.3401141)**Ze Wang, Guangyan Lin, Huobin Tan et al.*311 citations*
7. **[Alleviating the Inconsistency Problem of Applying Graph Neural Network to Fraud Detection ↗](https://doi.org/10.1145/3397271.3401253)**Zhiwei Liu, Yingtong Dou, Philip S. Yu et al.*301 citations*
8. **[Next-item Recommendation with Sequential Hypergraphs ↗](https://doi.org/10.1145/3397271.3401133)**Jianling Wang, Kaize Ding, Liangjie Hong et al.*277 citations*
9. **[TAGNN: Target Attentive Graph Neural Networks for Session-based Recommendation ↗](https://doi.org/10.1145/3397271.3401319)**Feng Yu, Yanqiao Zhu, Qiang Liu et al.*230 citations*
10. **[Self-Supervised Reinforcement Learning for Recommender Systems ↗](https://doi.org/10.1145/3397271.3401147)**Xin Xin, Alexandros Karatzoglou, Ioannis Arapakis et al.*219 citations*
11. **[Joint-modal Distribution-based Similarity Hashing for Large-scale Unsupervised Deep Cross-modal Retrieval ↗](https://doi.org/10.1145/3397271.3401086)**Song Liu, Shengsheng Qian, Yang Guan et al.*212 citations*
12. **[Streaming Graph Neural Networks ↗](https://doi.org/10.1145/3397271.3401092)**Yao Ma, Ziyi Guo, Zhaocun Ren et al.*209 citations*
13. **[Controlling Fairness and Bias in Dynamic Learning-to-Rank ↗](https://doi.org/10.1145/3397271.3401100)**Marco Morik, Ashudeep Singh, Jessica Hong et al.*205 citations*
14. **[CATN ↗](https://doi.org/10.1145/3397271.3401169)**Cheng Zhao, Chenliang Li, Rong Xiao et al.*203 citations*
15. **[Fairness-Aware Explainable Recommendation over Knowledge Graphs ↗](https://doi.org/10.1145/3397271.3401051)**Zuohui Fu, Yikun Xian, Ruoyuan Gao et al.*202 citations*
16. **[A General Knowledge Distillation Framework for Counterfactual Recommendation via Uniform Data ↗](https://doi.org/10.1145/3397271.3401083)**Dugang Liu, Pengxiang Cheng, Zhenhua Dong et al.*186 citations*
17. **[Attentional Graph Convolutional Networks for Knowledge Concept Recommendation in MOOCs in a Heterogeneous View ↗](https://doi.org/10.1145/3397271.3401057)**Jibing Gong, Shen Wang, Jinlong Wang et al.*176 citations*
18. **[Neighbor Interaction Aware Graph Convolution Networks for Recommendation ↗](https://doi.org/10.1145/3397271.3401123)**Jianing Sun, Yingxue Zhang, Wei Guo et al.*171 citations*
19. **[Interactive Recommender System via Knowledge Graph-enhanced Reinforcement Learning ↗](https://doi.org/10.1145/3397271.3401174)**Sijin Zhou, Xinyi Dai, Haokun Chen et al.*166 citations*
20. **[GCN-Based User Representation Learning for Unifying Robust Recommendation and Fraudster Detection ↗](https://doi.org/10.1145/3397271.3401165)**Shijie Zhang, Hongzhi Yin, Tong Chen et al.*161 citations*
21. **[Parameter-Efficient Transfer from Sequential Behaviors for User Modeling and Recommendation ↗](https://doi.org/10.1145/3397271.3401156)**Fajie Yuan, Xiangnan He, Alexandros Karatzoglou et al.*157 citations*
22. **[Convolutional Knowledge Tracing: Modeling Individualization in Student Learning Process ↗](https://doi.org/10.1145/3397271.3401288)**Shuanghong Shen, Qi Liu, Enhong Chen et al.*149 citations*
23. **[Multiplex Behavioral Relation Learning for Recommendation via Memory Augmented Transformer Network ↗](https://doi.org/10.1145/3397271.3401445)**Lianghao Xia, Chao Huang, Yong Xu et al.*146 citations*
24. **[Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate Prediction ↗](https://doi.org/10.1145/3397271.3401443)**Hong Wen, Jing Zhang, Yuan Wang et al.*135 citations*
25. **[Few-Shot Generative Conversational Query Rewriting ↗](https://doi.org/10.1145/3397271.3401323)**Yu Shi, Jiahua Liu, Jingqin Yang et al.*135 citations*
26. **[Modeling Personalized Item Frequency Information for Next-basket Recommendation ↗](https://doi.org/10.1145/3397271.3401066)**Haoji Hu, Xiangnan He, Jinyang Gao et al.*135 citations*
27. **[FashionBERT: Text and Image Matching with Adaptive Loss for Cross-modal Retrieval ↗](https://doi.org/10.1145/3397271.3401430)**Dehong Gao, Linbo Jin, Ben Chen et al.*132 citations*
28. **[Context-Aware Term Weighting For First Stage Passage Retrieval ↗](https://doi.org/10.1145/3397271.3401204)**Zhuyun Dai, Jamie Callan*129 citations*
29. **[Hierarchical Fashion Graph Network for Personalized Outfit Recommendation ↗](https://doi.org/10.1145/3397271.3401080)**Xingchen Li, Xiang Wang, Xiangnan He et al.*129 citations*
30. **[DGL-KE ↗](https://doi.org/10.1145/3397271.3401172)**Da Zheng, Xiang Hui Song, Chao Ma et al.*128 citations*
31. **[Make It a Chorus ↗](https://doi.org/10.1145/3397271.3401131)**Chenyang Wang, Min Zhang, Weizhi Ma et al.*128 citations*
32. **[Tree-Augmented Cross-Modal Encoding for Complex-Query Video Retrieval ↗](https://doi.org/10.1145/3397271.3401151)**Xun Yang, Jianfeng Dong, Yixin Cao et al.*128 citations*
33. **[Bundle Recommendation with Graph Convolutional Networks ↗](https://doi.org/10.1145/3397271.3401198)**Jianxin Chang, Chen Gao, Xiangnan He et al.*127 citations*
34. **[Meta Matrix Factorization for Federated Rating Predictions ↗](https://doi.org/10.1145/3397271.3401081)**Yujie Lin, Pengjie Ren, Zhumin Chen et al.*125 citations*
35. **[Understanding Echo Chambers in E-commerce Recommender Systems ↗](https://doi.org/10.1145/3397271.3401431)**Yingqiang Ge, Shuya Zhao, Honglu Zhou et al.*125 citations*
36. **[Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based Recommendation ↗](https://doi.org/10.1145/3397271.3401098)**Wenjing Meng, Deqing Yang, Yanghua Xiao*120 citations*
37. **[KERL ↗](https://doi.org/10.1145/3397271.3401134)**Pengfei Wang, Fan Yu, Long Xia et al.*120 citations*
38. **[Neural Interactive Collaborative Filtering ↗](https://doi.org/10.1145/3397271.3401181)**Lixin Zou, Long Xia, Yulong Gu et al.*119 citations*
39. **[SetRank ↗](https://doi.org/10.1145/3397271.3401104)**Liang Pang, Jun Xu, Qingyao Ai et al.*111 citations*
40. **[GAG ↗](https://doi.org/10.1145/3397271.3401109)**Ruihong Qiu, Hongzhi Yin, Zi Helen Huang et al.*110 citations*
41. **[User Behavior Retrieval for Click-Through Rate Prediction ↗](https://doi.org/10.1145/3397271.3401440)**Jiarui Qin, Weinan Zhang, Xin Wu et al.*109 citations*
42. **[Leveraging Demonstrations for Reinforcement Recommendation Reasoning over Knowledge Graphs ↗](https://doi.org/10.1145/3397271.3401171)**Kangzhi Zhao, Xiting Wang, Yuren Zhang et al.*108 citations*
43. **[A Heterogeneous Graph Neural Model for Cold-start Recommendation ↗](https://doi.org/10.1145/3397271.3401252)**Siwei Liu, Iadh Ounis, Craig Macdonald et al.*107 citations*
44. **[Knowledge Graph-based Event Embedding Framework for Financial Quantitative Investments ↗](https://doi.org/10.1145/3397271.3401427)**Dawei Cheng, Fangzhou Yang, Xiaoyang Wang et al.*106 citations*
45. **[Query Resolution for Conversational Search with Limited Supervision ↗](https://doi.org/10.1145/3397271.3401130)**Nikos Voskarides, Dan Li, Pengjie Ren et al.*106 citations*
46. **[Measuring and Mitigating Item Under-Recommendation Bias in Personalized Ranking Systems ↗](https://doi.org/10.1145/3397271.3401177)**Ziwei Zhu, Jianling Wang, James Caverlee*104 citations*
47. **[Try This Instead ↗](https://doi.org/10.1145/3397271.3401042)**Tong Chen, Hongzhi Yin, Guanhua Ye et al.*104 citations*
48. **[GroupIM ↗](https://doi.org/10.1145/3397271.3401116)**Aravind Sankar, Yanhong Wu, Yuhang Wu et al.*100 citations*
49. **[HME ↗](https://doi.org/10.1145/3397271.3401049)**Shanshan Feng, Lucas Vinh Tran, Gao Cong et al.*100 citations*
50. **[Joint Item Recommendation and Attribute Inference ↗](https://doi.org/10.1145/3397271.3401144)**Le Wu, Yonghui Yang, Kun Zhang et al.*100 citations*
51. **[ESAM ↗](https://doi.org/10.1145/3397271.3401043)**Zhihong Chen, Rong Xiao, Chenliang Li et al.*99 citations*
52. **[Sequential Recommendation with Self-Attentive Multi-Adversarial Network ↗](https://doi.org/10.1145/3397271.3401111)**Ruiyang Ren, Zhaoyang Liu, Yaliang Li et al.*96 citations*
53. **[Asymmetric Tri-training for Debiasing Missing-Not-At-Random Explicit Feedback ↗](https://doi.org/10.1145/3397271.3401114)**Yuta Saito*91 citations*
54. **[Operationalizing the Legal Principle of Data Minimization for Personalization ↗](https://doi.org/10.1145/3397271.3401034)**Asia J. Biega, Peter Potash, Hal Daumé et al.*91 citations*
55. **[Local Self-Attention over Long Text for Efficient Document Retrieval ↗](https://doi.org/10.1145/3397271.3401224)**Sebastian Hofstätter, Hamed Zamani, Bhaskar Mitra et al.*90 citations*
56. **[Measuring Recommendation Explanation Quality ↗](https://doi.org/10.1145/3397271.3401032)**Krisztian Balog, Filip Radlinski*90 citations*
57. **[Time Matters ↗](https://doi.org/10.1145/3397271.3401154)**Wenwen Ye, Shuaiqiang Wang, Xu Chen et al.*88 citations*
58. **[Analyzing and Learning from User Interactions for Search Clarification ↗](https://doi.org/10.1145/3397271.3401160)**Hamed Zamani, Bhaskar Mitra, Everest Chen et al.*84 citations*
59. **[Open-Retrieval Conversational Question Answering ↗](https://doi.org/10.1145/3397271.3401110)**Chen Qu, Liu Yang, Cen Chen et al.*84 citations*
60. **[Recommendation for New Users and New Items via Randomized Training and Mixture-of-Experts Transformation ↗](https://doi.org/10.1145/3397271.3401178)**Ziwei Zhu, Shahin Sefati, Parsa Saadatpanah et al.*84 citations*
61. **[Automated Embedding Size Search in Deep Recommender Systems ↗](https://doi.org/10.1145/3397271.3401436)**Haochen Liu, Xiangyu Zhao, Chong Wang et al.*77 citations*
62. **[Towards Question-based Recommender Systems ↗](https://doi.org/10.1145/3397271.3401180)**Jie Zou, Yifan Chen, Evangelos Kanoulas*76 citations*
63. **[Expansion via Prediction of Importance with Contextualization ↗](https://doi.org/10.1145/3397271.3401262)**Sean MacAvaney, Franco Maria Nardini, Raffaele Perego et al.*73 citations*
64. **[Conversational Recommendation: Formulation, Methods, and Evaluation ↗](https://doi.org/10.1145/3397271.3401419)**Wenqiang Lei, Xiangnan He, Maarten de Rijke et al.*71 citations*
65. **[How to Retrain Recommender System? ↗](https://doi.org/10.1145/3397271.3401167)**Yang Zhang, Fuli Feng, Chenxu Wang et al.*70 citations*
66. **[Jointly Non-Sampling Learning for Knowledge Graph Enhanced Recommendation ↗](https://doi.org/10.1145/3397271.3401040)**Chong Chen, Min Zhang, Weizhi Ma et al.*70 citations*
67. **[MGNN: A Multimodal Graph Neural Network for Predicting the Survival of Cancer Patients ↗](https://doi.org/10.1145/3397271.3401214)**Jianliang Gao, Tengfei Lyu, Fan Xiong et al.*69 citations*
68. **[Online Collective Matrix Factorization Hashing for Large-Scale Cross-Media Retrieval ↗](https://doi.org/10.1145/3397271.3401132)**Di Wang, Quan Wang, Yaqiang An et al.*69 citations*
69. **[Transfer Learning via Contextual Invariants for One-to-Many Cross-Domain Recommendation ↗](https://doi.org/10.1145/3397271.3401078)**Adit Krishnan, Mahashweta Das, Mangesh Bendre et al.*65 citations*
70. **[Degree-Aware Alignment for Entities in Tail ↗](https://doi.org/10.1145/3397271.3401161)**Weixin Zeng, Xiang Hui Zhao, Wei Wang et al.*64 citations*
71. **[Towards Personalized and Semantic Retrieval: An End-to-End Solution for E-commerce Search via Embedding Learning ↗](https://doi.org/10.1145/3397271.3401446)**Han Zhang, Songlin Wang, Kang Zhang et al.*64 citations*
72. **[ATBRG: Adaptive Target-Behavior Relational Graph Network for Effective Recommendation ↗](https://doi.org/10.1145/3397271.3401428)**Yufei Feng, Binbin Hu, Fuyu Lv et al.*62 citations*
73. **[CAsT-19: A Dataset for Conversational Information Seeking ↗](https://doi.org/10.1145/3397271.3401206)**Jeff Dalton, Chenyan Xiong, Vaibhav Kumar et al.*62 citations*
74. **[REL: An Entity Linker Standing on the Shoulders of Giants ↗](https://doi.org/10.1145/3397271.3401416)**Johannes M. van Hulst, Faegheh Hasibi, Koen Dercksen et al.*62 citations*
75. **[Efficient Document Re-Ranking for Transformers by Precomputing Term Representations ↗](https://doi.org/10.1145/3397271.3401093)**Sean MacAvaney, Franco Maria Nardini, Raffaele Perego et al.*61 citations*
76. **[Macaw: An Extensible Conversational Information Seeking Platform ↗](https://doi.org/10.1145/3397271.3401415)**Hamed Zamani, Nick Craswell*61 citations*
77. **[Policy-Aware Unbiased Learning to Rank for Top-k Rankings ↗](https://doi.org/10.1145/3397271.3401102)**Harrie Oosterhuis, Maarten de Rijke*60 citations*
78. **[A Heterogeneous Information Network based Cross Domain Insurance Recommendation System for Cold Start Users ↗](https://doi.org/10.1145/3397271.3401426)**Ye Bi, Liqiang Song, Mengqiu Yao et al.*59 citations*
79. **[Guided Transformer ↗](https://doi.org/10.1145/3397271.3401061)**Helia Hashemi, Hamed Zamani, W. Bruce Croft*59 citations*
80. **[How Useful are Reviews for Recommendation? A Critical Review and Potential Improvements ↗](https://doi.org/10.1145/3397271.3401281)**Noveen Sachdeva, Julian McAuley*58 citations*
81. **[Spatio-Temporal Dual Graph Attention Network for Query-POI Matching ↗](https://doi.org/10.1145/3397271.3401159)**Zixuan Yuan, Hao Liu, Yanchi Liu et al.*58 citations*
82. **[DCDIR: A Deep Cross-Domain Recommendation System for Cold Start Users in Insurance Domain ↗](https://doi.org/10.1145/3397271.3401193)**Ye Bi, Liqiang Song, Mengqiu Yao et al.*57 citations*
83. **[A Re-visit of the Popularity Baseline in Recommender Systems ↗](https://doi.org/10.1145/3397271.3401233)**Yitong Ji, Aixin Sun, Jie Zhang et al.*56 citations*
84. **[Encoding History with Context-aware Representation Learning for Personalized Search ↗](https://doi.org/10.1145/3397271.3401175)**Yujia Zhou, Zhicheng Dou, Ji-Rong Wen*55 citations*
85. **[A Generic Network Compression Framework for Sequential Recommender Systems ↗](https://doi.org/10.1145/3397271.3401125)**Yang Sun, Fajie Yuan, Min Yang et al.*54 citations*
86. **[GAME ↗](https://doi.org/10.1145/3397271.3401064)**Zhixiang He, Chi-Yin Chow, Jia-Dong Zhang*54 citations*
87. **[MVIN ↗](https://doi.org/10.1145/3397271.3401126)**Chang-You Tai, Meng-Ru Wu, Yun-Wei Chu et al.*54 citations*
88. **[Sampler Design for Implicit Feedback Data by Noisy-label Robust Learning ↗](https://doi.org/10.1145/3397271.3401155)**Wenhui Yu, Zheng Qin*53 citations*
89. **[An Intent-guided Collaborative Machine for Session-based Recommendation ↗](https://doi.org/10.1145/3397271.3401273)**Zhiqiang Pan, Fei Cai, Yanxiang Ling et al.*51 citations*
90. **[Rethinking Item Importance in Session-based Recommendation ↗](https://doi.org/10.1145/3397271.3401274)**Zhiqiang Pan, Fei Cai, Yanxiang Ling et al.*51 citations*
91. **[A Transformer-based Embedding Model for Personalized Product Search ↗](https://doi.org/10.1145/3397271.3401192)**Keping Bi, Qingyao Ai, W. Bruce Croft*50 citations*
92. **[AR-CF ↗](https://doi.org/10.1145/3397271.3401038)**Dong‐Kyu Chae, Jihoo Kim, Duen Horng Chau et al.*50 citations*
93. **[Deep Reinforcement Learning for Information Retrieval: Fundamentals and Advances ↗](https://doi.org/10.1145/3397271.3401467)**Weinan Zhang, Xiangyu Zhao, Zhao Li et al.*50 citations*
94. **[Expressions of Style in Information Seeking Conversation with an Agent ↗](https://doi.org/10.1145/3397271.3401127)**Paul Thomas, Daniel McDuff, Mary P. Czerwinski et al.*50 citations*
95. **[How Dataset Characteristics Affect the Robustness of Collaborative Recommendation Models ↗](https://doi.org/10.1145/3397271.3401046)**Yashar Deldjoo, Tommaso Di Noia, Eugenio Di Sciascio et al.*50 citations*
96. **[Enhancing Recommendation Diversity using Determinantal Point Processes on Knowledge Graphs ↗](https://doi.org/10.1145/3397271.3401213)**Lu Gan, Diana Nurbakova, Léa Laporte et al.*48 citations*
97. **[Table Search Using a Deep Contextualized Language Model ↗](https://doi.org/10.1145/3397271.3401044)**Zhiyu Chen, Mohamed Trabelsi, Jeff Heflin et al.*48 citations*
98. **[Web of Scholars: A Scholar Knowledge Graph ↗](https://doi.org/10.1145/3397271.3401405)**Jiaying Liu, Jing Fei Ren, Wenqing Zheng et al.*48 citations*
99. **[Do Neural Ranking Models Intensify Gender Bias? ↗](https://doi.org/10.1145/3397271.3401280)**Navid Rekabsaz, Markus Schedl*47 citations*
100. **[Domain-Adaptive Neural Automated Essay Scoring ↗](https://doi.org/10.1145/3397271.3401037)**Yue Cao, Hanqi Jin, Xiaojun Wan et al.*47 citations*

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