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Tutorial: Modern Theoretical Tools for Understanding and Designing Next-generation Information Retrieval System


Mar 26, 2022
Da Xu, Chuanwei Ruan

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From Intervention to Domain Transportation: A Novel Perspective to Optimize Recommendation


Mar 26, 2022
Da Xu, Yuting Ye, Chuanwei Ruan

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Towards Robust Off-policy Learning for Runtime Uncertainty


Feb 27, 2022
Da Xu, Yuting Ye, Chuanwei Ruan, Bo Yang

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* 21 pages, 9 figures, 2 tables; accepted by AAAI 2022 

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Rethinking Neural vs. Matrix-Factorization Collaborative Filtering: the Theoretical Perspectives


Oct 23, 2021
Da Xu, Chuanwei Ruan, Evren Korpeoglu, Sushant Kumar, Kannan Achan

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Towards the D-Optimal Online Experiment Design for Recommender Selection


Oct 23, 2021
Da Xu, Chuanwei Ruan, Evren Korpeoglu, Sushant Kumar, Kannan Achan

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A Temporal Kernel Approach for Deep Learning with Continuous-time Information


Mar 28, 2021
Da Xu, Chuanwei Ruan, Evren Korpeoglu, Sushant Kumar, Kannan Achan

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Understanding the role of importance weighting for deep learning


Mar 28, 2021
Da Xu, Yuting Ye, Chuanwei Ruan

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Theoretical Understandings of Product Embedding for E-commerce Machine Learning


Feb 24, 2021
Da Xu, Chuanwei Ruan, Evren Korpeoglu, Sushant Kumar, Kannan Achan

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Inductive Representation Learning on Temporal Graphs


Feb 19, 2020
Da Xu, Chuanwei Ruan, Evren Korpeoglu, Sushant Kumar, Kannan Achan

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Self-attention with Functional Time Representation Learning


Nov 28, 2019
Da Xu, Chuanwei Ruan, Sushant Kumar, Evren Korpeoglu, Kannan Achan

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