Reinforcement Learning to Optimize Long-term User Engagement in Recommender Systems

Lixin Zou, Long Xia, Zhuoye Ding +3

Deep Social Collaborative Filtering

Wenqi Fan, Yao Ma, Dawei Yin +3

Explicit State Tracking with Semi-Supervision for Neural Dialogue Generation

Xisen Jin, Wenqiang Lei, Zhaochun Ren +4

Preserving Local and Global Information for Network Embedding

Yao Ma, Suhang Wang, ZhaoChun Ren +2

Off-policy Learning for Multiple Loggers

Li He, Long Xia, Wei Zeng +3

The paper develops methods for off‑policy learning using data collected from multiple historical policies (multiple loggers), introducing a generalization‑error‑based risk function…

Product-Aware Answer Generation in E-Commerce Question-Answering

Shen Gao, Zhaochun Ren, Yihong Eric Zhao +3

Consistent Collective Matrix Completion under Joint Low Rank Structure

Suriya Gunasekar, Makoto Yamada, Dawei Yin +1

Streaming Graph Neural Networks

Yao Ma, Ziyi Guo, Zhaochun Ren +3

Multi-dimensional Graph Convolutional Networks

Yao Ma, Suhang Wang, Charu C. Aggarwal +2

Ultra High-Dimensional Nonlinear Feature Selection for Big Biological Data

Makoto Yamada, Jiliang Tang, Jose Lugo-Martinez +10

Deep Reinforcement Learning for List-wise Recommendations

Xiangyu Zhao, Liang Zhang, Long Xia +3

Deep Reinforcement Learning for Page-wise Recommendations

Xiangyu Zhao, Long Xia, Liang Zhang +3

Linked Recurrent Neural Networks

Zhiwei Wang, Yao Ma, Dawei Yin +1

N$^3$LARS: Minimum Redundancy Maximum Relevance Feature Selection for Large and High-dimensional Data

Makoto Yamada, Avishek Saha, Hua Ouyang +2

Streaming Recommender Systems

Shiyu Chang, Yang Zhang, Jiliang Tang +4

Recommendations with Negative Feedback via Pairwise Deep Reinforcement Learning

Xiangyu Zhao, Liang Zhang, Zhuoye Ding +3