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Omar Khattab and Matei Zaharia Efficient Document Re-Ranking for Transformers by Precomputing Term Representations. Zuzana Pinkosova, William McGeown, and Yashar Moshfeghi Asymmetric Tri-training for Debiasing Missing-Not-At-Random Explicit Feedback. Kangzhi Zhao, Xiting Wang, Yuren Zhang, Li Zhao, Zheng Liu, Chunxiao Xing, and Xing Xie Incorporating Scenario Knowledge into A Unified Fine-tuning Architecture for Event Representation. Kevin Roitero, Michael Soprano, Shaoyang Fan, Damiano Spina, Stefano Mizzaro, and Gianluca Demartini Measuring and Mitigating Item Under-Recommendation Bias in Personalized Ranking Systems. Mengxi Wei, Yifan He, and Qiong Zhang Session 5A July 28, Domain Specific Applications 1 Chair: Elad Yom-Tov Microsoft Research Fashion Compatibility Modeling through a Multi-modal Try-on-guided Scheme. Shaoyun Shi, Weizhi Ma, Min Zhang, Yongfeng Zhang, Xinxing Yu, Houzhi Shan, Yiqun Liu, and Shaoping Ma Session 2C July 27, Evaluation Chair: Mark Sanderson RMIT University Measuring Recommendation Explanation Quality: The Conflicting Goals of Explanations. Jibing Gong, Shen Wang, Jinlong Wang, Hao Peng, Wenzheng Feng, Dan Wang, Yi Zhao, Huanhuan Li, Jie Tang, and P. Shane Culpepper, and Alistair Moffat How to Measure the Reproducibility of System-oriented IR Experiments. Tetsuya Sakai and Zhaohao Zeng Preference-based Evaluation Metrics for Web Image Search. Xingchen Li, Xiang Wang, Xiangnan He, Long Chen, Jun Xiao, and Tat-Seng Chua Global Context Enhanced Graph Nerual Networks for Session-based Recommendation. Tracing Main System Features in a Systematic Way. Fan Zhang, Jiaxin Mao, Yiqun Liu, Weizhi Ma, Min Zhang, and Shaoping Ma Industrial Session II July 27, Chair: Mounia Lalmas Spotify Efficient and Effective Query Auto-Completion. Ye Yuan, Delong Ma, Zhenyu Wen, Yuliang Ma, Guoren Wang, and Lei Chen Spatio-Temporal Dual Graph Attention Network for Query-POI Matching. Xue Dong, Jianlong Wu, Xuemeng Song, Hongjun Dai, and Liqiang Nie Spatial Object Recommendation with Hints: When Spatial Granularity Matters. Simon Gog, Giulio Ermanno Pibiri, and Rossano Venturini ATBRG: Adaptive Target-Behavior Relational Graph Network for Effective Recommendation. Shane Culpepper, Haochao Ying, Hao Liu, and Hui Xiong Product Bundle Identification using Semi-Supervised Learning. Zan Gao, Yin-Ming Li, Wei-Li Guan, Wei-Zhi Nie, Zhi-Yong Cheng, and An-An Liu Detecting User Community in Sparse Domain via Cross-Graph Pairwise Learning. Chenyang Wang, Min Zhang, Weizhi Ma, Yiqun Liu, and Shaoping Ma Evolutionary Product Description Generation: A Dynamic Fine-Tuning Approach Leveraging User Click Behavior. Session 3A July 27, Bias and Fairness Chair: Ricardo Baeza-Yates Northeastern University Operationalizing the Legal Principle of Data Minimization for Personalization. Bowen Jin, Chen Gao, Xiangnan He, Yong Li, and Depeng Jin GAG: Global Attributed Graph Neural Network for Streaming Session-based Recommendation. Shijie Zhang, Hongzhi Yin, Tong Chen, Nguyen Quoc Viet Hung, Zi Huang, and Lizhen Cui Session 4C July 28, Neural Networks and Embedding Chair: Doug Oard University of Maryland Using Phoneme Representations to Build Predictive Models Robust to ASR Errors. Harrie Oosterhuis and Maarten de Rijke SetRank: Learning a Permutation-Invariant Ranking Model for Information Retrieval. Simone Filice, Anjie Fang, Nut Limsopatham, and Oleg Rokhlenko Knowledge Enhanced Personalized Search. Recommendation in a Two-Sided Travel Marketplace. Lianghao Xia, Chao Huang, Yong Xu, Peng Dai, Bo Zhang, and Liefeng Bo Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate Prediction. Yongyu Jiang, Peng Zhang, Hui Gao, and Dawei Song A Deep Recurrent Survival Model for Unbiased Ranking. Bin Liu, Niannan Xue, Huifeng Guo, Ruiming Tang, Stefanos Zafeiriou, Xiuqiang He, and Zhenguo Li KERL: A Knowledge-Guided Reinforcement Learning Model for Sequential Recommendation. Xinyan Dai, Xiao Yan, Kaiwen Zhou, Yuxuan Wang, Han Yang, and James Cheng ASiNE: Adversarial Signed Network Embedding. Yao Ma, Ziyi Guo, Zhaochun Ren, Jiliang Tang, and Dawei Yin An Eye Tracking Study of Web Search by People with and without Dyslexia. Krisztian Balog and Filip Radlinski Bayesian Inferential Risk Evaluation on Multiple IR Systems. Shanshan Wang, Pengjie Ren, Zhumin Chen, Zhaochun Ren, Jian-Yun Nie, Jun Ma, and Maarten de Rijke Degree-Aware Alignment for Entities in Tail. 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Yeon-Chang Lee, Nayoun Seo, Sang-Wook Kim, and Kyungsik Han Efficient Graph Query Processing over Geo-Distributed Datacenters. Yu Sequential Recommendation with Self-attentive Multi-adversarial Network. Sijin Zhou, Xinyi Dai, Haokun Chen, Weinan Zhang, Kan Ren, Ruiming Tang, Xiuqiang He, and Yong Yu Industrial Session I July 27, Chair: Weinan Zhang Shanghai Jiao Tong University Invited talk: Large-scale Multi-modal Search and QA at Alibaba. Yang Liu, Xianzhuo Xia, Liang Chen, Xiangnan He, Carl Yang, and Zibin Zheng Controlling Fairness and Bias in Dynamic Ranking. Jun Xu, Zeng Wei, Long Xia, Yanyan Lan, Dawei Yin, Xueqi Cheng, and Ji-Rong Wen Session 3C July 27, Question Answering Chair: Jochen L. Yingying Zhu, Biao Li, Jiong Wang, and Zhou Zhao Session 5B July 28, Learning for Recommendation Chair: Nicola Ferro University of Padua A General Knowledge Distillation Framework for Counterfactual Recommendation via Uniform Data. Yufei Feng, Binbin Hu, Fuyu Lv, Qingwen Liu, Zhiqiang Zhang, and Wenwu Ou Multiplex Behavioral Relation Learning for Recommendation via Memory Augmented Transformer Network. Cheng Zhao, Chenliang Li, Rong Xiao, Hongbo Deng, and Aixin Sun Leveraging Demonstrations for Reinforcement Recommendation Reasoning over Knowledge Graphs. Ziyang Wang, Wei Wei, Cong Gao, Xiaoli Li, Xianling Mao, and Minghui Qiu Interactive Recommender System via Knowledge Graph-enhanced Reinforcement Learning. Ruihong Qiu, Hongzhi Yin, Zi Huang, and Tong Chen Joint Item Recommendation and Attribute Inference: An Adaptive Graph Convolutional Network Approach. Yuta Saito Beyond User Embedding Matrix: Learning to Hash for Modeling Large-Scale Users in Recommendation. Rolf Jagerman and Maarten de Rijke DVGAN: A Minimax Game for Search Result Diversification Combining Explicit and Implicit Features. Rodger Benham, Ben Carterette, J. Chen Qu, Liu Yang, Cen Chen, Minghui Qiu, W. 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Wenxuan Zhang, Yang Deng, and Wai Lam Tuesday, July 28, Session 4A July 28, Query and Representation Chair: Rob Capra University of North Carolina ESAM: Discriminative Domain Adaptation with Non-Displayed Items to Improve Long-Tail Performance.

Erik Faessler, Michel Oleynik, and Udo Hahn Accelerated Convergence for Counterfactual Learning to Rank. Liang Pang, Jun Xu, Qingyao Ai, Yanyan Lan, Xueqi Cheng, and Ji-Rong Wen Reinforcement Learning to Rank with Pairwise Policy Gradient.

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Hen Tzaban, Ido Guy, Asnat Greenstein-Messica, Arnon Dagan, Lior Rokach, and Bracha Shapira Coding Electronic Health Records with Adversarial Reinforcement Path Generation.

Shuqi Lu, Zhicheng Dou, Chenyan Xiong, Xiaojie Wang, and Ji-Rong Wen Learning Dynamic Node Representations with Graph Neural Networks.

Hong Wen, Jing Zhang, Yuan Wang, Fuyu Lv, Wentian Bao, Quan Lin, and Keping Yang Automated Embedding Best gog games 2020 Search in Deep Recommender Systems. Zizhen Wang, Best gog games 2020 Fan, Jiafeng Guo, Liu Yang, Ruqing Zhang, Yanyan Lan, Xueqi Cheng, Hui Jiang, and Xiaozhao Wang Answer Ranking for Product-Related Questions via Multiple Semantic Relations Modeling.

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Ziwei Zhu, Jianling Wang, and James Caverlee Session 3B July 27, Learning to Rank Chair: Hang Li Bytedance What Makes a Top-Performing Precision Medicine Search Engine? Ruiyang Ren, Zhaoyang Liu, Yaliang Li, Wayne Xin Zhao, Hui Wang, Bolin Ding, and Ji-Rong Wen MVIN: Learning multiview items for recommendation.

Marco Morik, Ashudeep Singh, Jessica Hong, and Thorsten Joachims Can the Crowd Identify Misinformation Objectively? Ze Wang, Lin Guangyan, Huobin Tan, Qinghong Chen, and Xiyang Liu CATN: Cross-Domain Recommendation for Cold-Start Users via Aspect Transfer Network. Zheng Gao, Hongsong Li, Zhuoren Jiang, and Xiaozhong Liu BiANE: Bipartite Attributed Network Embedding.

Jiongnan Liu, Zhicheng Dou, Xiaojie Wang, Shuqi Lu, and Ji-Rong Wen Policy-Aware Unbiased Learning to Rank for Top-k Rankings. Guoxiu He, Zhe Gao, Zhuoren Jiang, Yangyang Kang, Changlong Sun, Xiaozhong Liu, and Wei Lu Robust Layout-aware IE for Visually Rich Documents with Pre-trained Language Models.

Dugang Liu, Pengxiang Cheng, Zhenhua Dong, Xiuqiang He, Weike Pan, and Zhong Ming Agreement and Disagreement between True and False-Positive Metrics in Recommender Systems Evaluation.

Yingqiang Ge, Shuyuan Xu, Shuchang Liu, Zuohui Fu, Fei Sun, and Yongfeng Zhang Certifiable Robustness to Discrete Adversarial Perturbations for Factorization Machines. Lixin Zou, Long Xia, Yulong Gu, Weidong Liu, Dawei Yin, Jimmy Huang, and Xiangyu Zhao Industrial Session III July 28, Chair: Vanessa Murdock Amazon Invited talk: The New TREC Track on Podcast Search and Summarization.