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Practical Assessment of Generalization Performance Robustness for Deep Networks via Contrastive Examples

Jun 20, 2021
Xuanyu Wu, Xuhong Li, Haoyi Xiong, Xiao Zhang, Siyu Huang, Dejing Dou

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JIZHI: A Fast and Cost-Effective Model-As-A-Service System for Web-Scale Online Inference at Baidu

Jun 03, 2021
Hao Liu, Qian Gao, Jiang Li, Xiaochao Liao, Hao Xiong, Guangxing Chen, Wenlin Wang, Guobao Yang, Zhiwei Zha, Daxiang Dong, Dejing Dou, Haoyi Xiong

* Accepted to SIGKDD 2021 applied data science track 

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From Distributed Machine Learning to Federated Learning: A Survey

May 10, 2021
Ji Liu, Jizhou Huang, Yang Zhou, Xuhong Li, Shilei Ji, Haoyi Xiong, Dejing Dou

* 31 pages, 8 figures 

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BM-NAS: Bilevel Multimodal Neural Architecture Search

Apr 19, 2021
Yihang Yin, Siyu Huang, Xiang Zhang, Dejing Dou

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Cross-lingual Entity Alignment with Adversarial Kernel Embedding and Adversarial Knowledge Translation

Apr 16, 2021
Gong Zhang, Yang Zhou, Sixing Wu, Zeru Zhang, Dejing Dou

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ArtFlow: Unbiased Image Style Transfer via Reversible Neural Flows

Apr 09, 2021
Jie An, Siyu Huang, Yibing Song, Dejing Dou, Wei Liu, Jiebo Luo

* CVPR 2021 Accepted 

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SMILE: Self-Distilled MIxup for Efficient Transfer LEarning

Mar 25, 2021
Xingjian Li, Haoyi Xiong, Chengzhong Xu, Dejing Dou

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Interpretable Deep Learning: Interpretations, Interpretability, Trustworthiness, and Beyond

Mar 19, 2021
Xuhong Li, Haoyi Xiong, Xingjian Li, Xuanyu Wu, Xiao Zhang, Ji Liu, Jiang Bian, Dejing Dou

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Adaptive Consistency Regularization for Semi-Supervised Transfer Learning

Mar 03, 2021
Abulikemu Abuduweili, Xingjian Li, Humphrey Shi, Cheng-Zhong Xu, Dejing Dou

* Accepted by CVPR 2021 

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Intelligent Electric Vehicle Charging Recommendation Based on Multi-Agent Reinforcement Learning

Feb 15, 2021
Weijia Zhang, Hao Liu, Fan Wang, Tong Xu, Haoran Xin, Dejing Dou, Hui Xiong

* 12 pages, 10 figures 

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Out-of-Town Recommendation with Travel Intention Modeling

Feb 06, 2021
Haoran Xin, Xinjiang Lu, Tong Xu, Hao Liu, Jingjing Gu, Dejing Dou, Hui Xiong

* Accepted by AAAI-2021 

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C-Watcher: A Framework for Early Detection of High-Risk Neighborhoods Ahead of COVID-19 Outbreak

Jan 27, 2021
Congxi Xiao, Jingbo Zhou, Jizhou Huang, An Zhuo, Ji Liu, Haoyi Xiong, Dejing Dou

* 12 pages, accepted by AAAI 2021, appendix is included 

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Joint Air Quality and Weather Prediction Based on Multi-Adversarial Spatiotemporal Networks

Jan 05, 2021
Jindong Han, Hao Liu, Hengshu Zhu, Hui Xiong, Dejing Dou

* 9 pages, 6 figures 

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Distance-aware Molecule Graph Attention Network for Drug-Target Binding Affinity Prediction

Dec 17, 2020
Jingbo Zhou, Shuangli Li, Liang Huang, Haoyi Xiong, Fan Wang, Tong Xu, Hui Xiong, Dejing Dou

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Temporal Relational Modeling with Self-Supervision for Action Segmentation

Dec 14, 2020
Dong Wang, Di Hu, Xingjian Li, Dejing Dou

* Accepted by the Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21) 

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Improving Aspect-based Sentiment Analysis with Gated Graph Convolutional Networks and Syntax-based Regulation

Oct 26, 2020
Amir Pouran Ben Veyseh, Nasim Nour, Franck Dernoncourt, Quan Hung Tran, Dejing Dou, Thien Huu Nguyen

* accepted at EMNLP 2020 findings 

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Introducing Syntactic Structures into Target Opinion Word Extraction with Deep Learning

Oct 26, 2020
Amir Pouran Ben Veyseh, Nasim Nouri, Franck Dernoncourt, Dejing Dou, Thien Huu Nguyen

* accepted at EMNLP 2020 main conference 

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Towards Accurate Knowledge Transfer via Target-awareness Representation Disentanglement

Oct 16, 2020
Xingjian Li, Di Hu, Xuhong Li, Haoyi Xiong, Zhi Ye, Zhipeng Wang, Chengzhong Xu, Dejing Dou

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Discriminative Sounding Objects Localization via Self-supervised Audiovisual Matching

Oct 12, 2020
Di Hu, Rui Qian, Minyue Jiang, Xiao Tan, Shilei Wen, Errui Ding, Weiyao Lin, Dejing Dou

* To appear in NeurIPS 2020. Previous Title: Learning to Discriminatively Localize Sounding Objects in a Cocktail-party Scenario 

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Measuring Information Transfer in Neural Networks

Sep 16, 2020
Xiao Zhang, Xingjian Li, Dejing Dou, Ji Wu

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XMixup: Efficient Transfer Learning with Auxiliary Samples by Cross-domain Mixup

Jul 20, 2020
Xingjian Li, Haoyi Xiong, Haozhe An, Chengzhong Xu, Dejing Dou

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Generating Person Images with Appearance-aware Pose Stylizer

Jul 17, 2020
Siyu Huang, Haoyi Xiong, Zhi-Qi Cheng, Qingzhong Wang, Xingran Zhou, Bihan Wen, Jun Huan, Dejing Dou

* Appearing at IJCAI 2020. The code is available at 

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Representation Transfer by Optimal Transport

Jul 13, 2020
Xuhong Li, Yves Grandvalet, Rémi Flamary, Nicolas Courty, Dejing Dou

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RIFLE: Backpropagation in Depth for Deep Transfer Learning through Re-Initializing the Fully-connected LayEr

Jul 07, 2020
Xingjian Li, Haoyi Xiong, Haozhe An, Chengzhong Xu, Dejing Dou

* Accepted by ICML'2020 

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Cross-Task Transfer for Multimodal Aerial Scene Recognition

May 18, 2020
Di Hu, Xuhong Li, Lichao Mou, Pu Jin, Dong Chen, Liping Jing, Xiaoxiang Zhu, Dejing Dou

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