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Reliable Adversarial Distillation with Unreliable Teachers


Jun 09, 2021
Jianing Zhu, Jiangchao Yao, Bo Han, Jingfeng Zhang, Tongliang Liu, Gang Niu, Jingren Zhou, Jianliang Xu, Hongxia Yang


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Low-Rank Subspaces in GANs


Jun 08, 2021
Jiapeng Zhu, Ruili Feng, Yujun Shen, Deli Zhao, Zhengjun Zha, Jingren Zhou, Qifeng Chen


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Learning to Rehearse in Long Sequence Memorization


Jun 02, 2021
Zhu Zhang, Chang Zhou, Jianxin Ma, Zhijie Lin, Jingren Zhou, Hongxia Yang, Zhou Zhao

* Accepted by ICML 2021 

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Exploring Sparse Expert Models and Beyond


Jun 01, 2021
An Yang, Junyang Lin, Rui Men, Chang Zhou, Le Jiang, Xianyan Jia, Ang Wang, Jie Zhang, Jiamang Wang, Yong Li, Di Zhang, Wei Lin, Lin Qu, Jingren Zhou, Hongxia Yang

* 11 pages, 6 figures 

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Learning Relation Alignment for Calibrated Cross-modal Retrieval


Jun 01, 2021
Shuhuai Ren, Junyang Lin, Guangxiang Zhao, Rui Men, An Yang, Jingren Zhou, Xu Sun, Hongxia Yang

* Accepted by ACL-IJCNLP 2021 main conference (Long Paper) 

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Sketch and Refine: Towards Faithful and Informative Table-to-Text Generation


May 31, 2021
Peng Wang, Junyang Lin, An Yang, Chang Zhou, Yichang Zhang, Jingren Zhou, Hongxia Yang

* 13 pages, 2 figures. Accepted in ACL2021 Findings 

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UFC-BERT: Unifying Multi-Modal Controls for Conditional Image Synthesis


May 29, 2021
Zhu Zhang, Jianxin Ma, Chang Zhou, Rui Men, Zhikang Li, Ming Ding, Jie Tang, Jingren Zhou, Hongxia Yang

* Under review 

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Linear-Time Self Attention with Codeword Histogram for Efficient Recommendation


May 28, 2021
Yongji Wu, Defu Lian, Neil Zhenqiang Gong, Lu Yin, Mingyang Yin, Jingren Zhou, Hongxia Yang

* 11 pages. Accepted by the Web Conference 2021 (WWW '21) 

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Rethinking Lifelong Sequential Recommendation with Incremental Multi-Interest Attention


May 28, 2021
Yongji Wu, Lu Yin, Defu Lian, Mingyang Yin, Neil Zhenqiang Gong, Jingren Zhou, Hongxia Yang

* 11 pages 

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TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning


May 17, 2021
Lu Wang, Xiaofu Chang, Shuang Li, Yunfei Chu, Hui Li, Wei Zhang, Xiaofeng He, Le Song, Jingren Zhou, Hongxia Yang


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Contrastive Conditional Transport for Representation Learning


May 08, 2021
Huangjie Zheng, Xu Chen, Jiangchao Yao, Hongxia Yang, Chunyuan Li, Ya Zhang, Hao Zhang, Ivor Tsang, Jingren Zhou, Mingyuan Zhou


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A Unified Transferable Model for ML-Enhanced DBMS


May 06, 2021
Ziniu Wu, Peilun Yang, Pei Yu, Rong Zhu, Yuxing Han, Yaliang Li, Defu Lian, Kai Zeng, Jingren Zhou

* 7 pages, 2 figures, 2 tables 

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Device-Cloud Collaborative Learning for Recommendation


Apr 14, 2021
Jiangchao Yao, Feng Wang, KunYang Jia, Bo Han, Jingren Zhou, Hongxia Yang


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M6: A Chinese Multimodal Pretrainer


Mar 02, 2021
Junyang Lin, Rui Men, An Yang, Chang Zhou, Ming Ding, Yichang Zhang, Peng Wang, Ang Wang, Le Jiang, Xianyan Jia, Jie Zhang, Jianwei Zhang, Xu Zou, Zhikang Li, Xiaodong Deng, Jie Liu, Jinbao Xue, Huiling Zhou, Jianxin Ma, Jin Yu, Yong Li, Wei Lin, Jingren Zhou, Jie Tang, Hongxia Yang

* 12 pages, technical report 

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Dynamic Memory based Attention Network for Sequential Recommendation


Feb 18, 2021
Qiaoyu Tan, Jianwei Zhang, Ninghao Liu, Xiao Huang, Hongxia Yang, Jingren Zhou, Xia Hu


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Sparse-Interest Network for Sequential Recommendation


Feb 18, 2021
Qiaoyu Tan, Jianwei Zhang, Jiangchao Yao, Ninghao Liu, Jingren Zhou, Hongxia Yang, Xia Hu


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Inductive Granger Causal Modeling for Multivariate Time Series


Feb 10, 2021
Yunfei Chu, Xiaowei Wang, Jianxin Ma, Kunyang Jia, Jingren Zhou, Hongxia Yang

* 6 pages, 6 figures 

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BayesCard: Revitilizing Bayesian Frameworks for Cardinality Estimation


Feb 02, 2021
Ziniu Wu, Amir Shaikhha, Rong Zhu, Kai Zeng, Yuxing Han, Jingren Zhou


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FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data


Jan 16, 2021
Shuyuan Yan, Bolin Ding, Wei Guo, Jingren Zhou, Zhewei Wei, Xiaowei Jiang, Sheng Xu


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A Pluggable Learned Index Method via Sampling and Gap Insertion


Jan 04, 2021
Yaliang Li, Daoyuan Chen, Bolin Ding, Kai Zeng, Jingren Zhou


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Efficient and Scalable Structure Learning for Bayesian Networks: Algorithms and Applications


Dec 07, 2020
Rong Zhu, Andreas Pfadler, Ziniu Wu, Yuxing Han, Xiaoke Yang, Feng Ye, Zhenping Qian, Jingren Zhou, Bin Cui


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FSPN: A New Class of Probabilistic Graphical Model


Nov 20, 2020
Ziniu Wu, Rong Zhu, Andreas Pfadler, Yuxing Han, Jiangneng Li, Zhengping Qian, Kai Zeng, Jingren Zhou

* 16 pages 

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FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation


Nov 18, 2020
Rong Zhu, Ziniu Wu, Yuxing Han, Kai Zeng, Andreas Pfadler, Zhengping Qian, Jingren Zhou, Bin Cui

* 13 pages 

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MicroRec: Accelerating Deep Recommendation Systems to Microseconds by Hardware and Data Structure Solutions


Oct 12, 2020
Wenqi Jiang, Zhenhao He, Shuai Zhang, Thomas B. Preußer, Kai Zeng, Liang Feng, Jiansong Zhang, Tongxuan Liu, Yong Li, Jingren Zhou, Ce Zhang, Gustavo Alonso

* Under submission 

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Poet: Product-oriented Video Captioner for E-commerce


Aug 16, 2020
Shengyu Zhang, Ziqi Tan, Jin Yu, Zhou Zhao, Kun Kuang, Jie Liu, Jingren Zhou, Hongxia Yang, Fei Wu

* 10 pages, 3 figures, to appear in ACM MM 2020 proceedings 

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Interactive Feature Generation via Learning Adjacency Tensor of Feature Graph


Jul 29, 2020
Yuexiang Xie, Zhen Wang, Yaliang Li, Bolin Ding, Nezihe Merve Gürel, Ce Zhang, Minlie Huang, Wei Lin, Jingren Zhou


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Comprehensive Information Integration Modeling Framework for Video Titling


Jun 24, 2020
Shengyu Zhang, Ziqi Tan, Jin Yu, Zhou Zhao, Kun Kuang, Tan Jiang, Jingren Zhou, Hongxia Yang, Fei Wu

* 11 pages, 6 figures, to appear in KDD 2020 proceedings 

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Contrastive Learning for Debiased Candidate Generation in Large-Scale Recommender Systems


Jun 11, 2020
Chang Zhou, Jianxin Ma, Jianwei Zhang, Jingren Zhou, Hongxia Yang


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