Training-free Multi-objective Diffusion Model for 3D Molecule Generation

Xu Han, Caihua Shan, Yifei Shen, Can Xu, Han Yang, Xiang Li, Dongsheng Li

ICLR 2024 | April 2024

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Large Multimodal Model for Real-World Radiology Report Generation

Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu

December 2023

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A Hierarchical Regression Chain Framework for Affective Vocal Burst Recognition

Jinchao Li, Xixin Wu, Kaitao Song, Dongsheng Li, Xunying Liu, Helen Meng

ICASSP 2023 | June 2023

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Leveraging Pretrained Representations with Task-related Keywords for Alzheimer’s Disease Detection

Jinchao Li, Kaitao Song, Junan Li, Bo Zheng, Dongsheng Li, Xixin Wu, Xunying Liu, Helen Meng

ICASSP 2023 | June 2023

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Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism

Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu

ICASSP 23 | June 2023

Author's Version

Data Continuity Matters: Improving Sequence Modeling with Lipschitz Regularizer

Eric Qu, Xufang Luo, Dongsheng Li

ICLR 23 | May 2023

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EA-HAS-Bench: Energy-aware Hyperparameter and Architecture Search Benchmark

Shuguang Dou, Xinyang Jiang, Cairong Zhao, Dongsheng Li

ICLR 23 | May 2023

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Yixuan Chen, Yubin Shi, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Yujiang Wang, Robert Dick, Qin Lv, Yingying Zhao, Fan Yang, Ning Gu, Li Shang

ICLR 23 | May 2023

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SIMPLE: Specialized Model-Sample Matching for Domain Generalization

Ziyue Li, Kan Ren, Xinyang Jiang, Yifei Shen, Haipeng Zhang, Dongsheng Li

ICLR 23 | May 2023

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Personalized Graph Signal Processing for Collaborative Filtering

Jiahao Liu, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Li Shang, Ning Gu

WWW 23 | April 2023

Author's Version

Self-supervised Semi-implicit Graph Variational Auto-encoders with Masking

Xiang Li, Tiandi Ye, Caihua Shan, Dongsheng Li, Ming Gao

WWW 23 | April 2023

Author's Version

Learning Decomposed Spatial Relations for Multi-Variate Time-Series Modeling

Yuchen Fang, Kan Ren, Caihua Shan, Yifei Shen, You Li, Weinan Zhang, Yong Yu, Dongsheng Li

AAAI 2023 | February 2023

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Similarity Distribution based Membership Inference Attack on Person Re-identification

Junyao Gao, Xinyang Jiang, Huishuai Zhang, Yifan Yang, Shuguang Dou, Dongsheng Li, Duoqian Miao, Cheng Deng, Cairong Zhao

AAAI 2023 | February 2023

Author's Version

Towards Inference Efficient Deep Ensemble Learning

Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li

AAAI 23 | February 2023

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SoftCorrect: Error Correction with Soft Detection for Automatic Speech Recognition

Yichong Leng, Xu Tan, Wenjie Liu, Kaitao Song, Rui Wang, Xiang-Yang Li, Tao Qin, Edward Lin, Tie-Yan Liu

The 37th AAAI Conference on Artificial Intelligence | December 2022

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CMMD: Cross-Metric Multi-Dimensional Root Cause Analysis

Shifu Yan, Caihua Shan, Wenyi Yang, Bixiong Xu, Dongsheng Li, Lili Qiu, Jie Tong, Qi Zhang

KDD 2022 | August 2022

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CLARE: A Semi-supervised Community Detection Algorithm

Xixi Wu, Yao Zhang, Yun Xiong, Yizhu Jiao, Caihua Shan, Yangyong Zhu, Philip S Yu

KDD 2022 | August 2022

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Analyzing and Mitigating Interference in Neural Architecture Search

Jin Xu, Xu Tan, Kaitao Song, Renqian Luo, Yichong Leng, Tao Qin, Tie-Yan Liu, Sujian Li

ICML 2022 | July 2022

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Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

Xiang Li, Renyu Zhu, Yao Cheng, Caihua Shan, Siqiang Luo, Dongsheng Li, Weining Qian

ICML 2022 | July 2022

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Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble

Zhengyu Yang, Kan Ren, Xufang Luo, Minghuan Liu, Weiqing Liu, Jiang Bian, Weinan Zhang, Dongsheng Li

IJCAI 2022 | July 2022

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Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech

Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu

INTERSPEECH 2022 | June 2022

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Mixed-phoneme bert: Improving bert with mixed phoneme and sup-phoneme representations for text to speech

Guangyan Zhang, Kaitao Song, Xu Tan, Daxin Tan, Yuzi Yan, Yanqing Liu, Gang Wang, Wei Zhou, Tao Qin, Tan Lee, Sheng Zhao

INTERSPEECH 2022 | June 2022

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RendNet: Unified 2D/3D Recognizer With Latent Space Rendering

Ruoxi Shi, Xinyang Jiang, Caihua Shan, Yansen Wang, Dongsheng Li

CVPR 2022 | June 2022

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Metabolic characterization of hypertrophic cardiomyopathy in human heart

Wenmin Wang, Jizheng Wang, Ke Yao, Shuiyun Wang, Meng Nie, Yizi Zhao, Bohong Wang, Huanhuan Pang, Jingjing Xu, Guixin Wu, Minjie Lu, Nan Tang, Chunmei Qi, Hengzhi Pei, Xufang Luo, Dongsheng Li, Tianshu Yang, Qing Sun, Xiang Wei, Yan Li, ingsheng Jiang, Peng Li, Lei Song, Zeping Hu

Nature Cardiovascular Research | May 2022, Vol 1: pp. 445-461

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Accurate and Explainable Recommendation via Review Rationalization

Sicheng Pan, Dongsheng Li, Hansu Gu, Tun Lu, Xufang Luo, Ning Gu

TheWebConf 2022 | April 2022

PDF DOI

Cross-Modal Ambiguity Learning for Multimodal Fake News Detection

Yixuan Chen, Dongsheng Li, Peng Zhang, Jie Sui, Qin Lv, Lu Tun, Li Shang

TheWebConf 2022 | April 2022

PDF DOI

FIRE: Fast Incremental Recommendation with Graph Signal Processing

Jiafeng Xia, Dongsheng Li, Hansu Gu, Jiahao Liu, Tun Lu, Ning Gu

TheWebConf 2022 | April 2022

PDF DOI

MINDSim: User Simulator for News Recommenders

Xufang Luo, Zheng Liu, Shitao Xiao, Xing Xie, Dongsheng Li

TheWebConf 2022 | April 2022

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Recursive Disentanglement Network

Yixuan Chen, Yubin Shi, Dongsheng Li, Yujiang Wang, Mingzhi Dong, Yingying Zhao, Robert Dick, Qin Lv, Fan Yang, Li Shang

ICLR 2022 | April 2022

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Variational oracle guiding for reinforcement learning

Dongqi Han, Tadashi Kozuno, Xufang Luo, Zhao-Yun Chen, Kenji Doya, Yuqing Yang, Dongsheng Li

ICLR 2022 | April 2022

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Invariant Information Bottleneck for Domain Generalization

Bo Li, Yifei Shen, Yezhen Wang, Wenzhen Zhu, Colorado J Reed, Dongsheng Li, Kurt Keutzer, Han Zhao

AAAI 2022 | February 2022

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Neural Piecewise-Constant Delay Differential Equations

Qunxi Zhu, Yifei Shen, Dongsheng Li, Wei Lin

AAAI 2022 | February 2022

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Recognizing Vector Graphics without Rasterization

Xinyang Jiang, Lu Liu, Caihua Shan, Yifei Shen, Xuanyi Dong, Dongsheng Li

NeurIPS 2021 | December 2021

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Reinforcement Learning Enhanced Explainer for Graph Neural Networks

Caihua Shan, Yifei Shen, Yao Zhang, Xiang Li, Dongsheng Li

NeurIPS 2021 | December 2021

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Towards Generating Real-World Time Series Data

Hengzhi Pei, Kan Ren, Yuqing Yang, Chang Liu, Tao Qin, Dongsheng Li

ICDM 21 | November 2021

Publication Publication Publication

CoPE: Modeling Continuous Propagation and Evolution on Interaction Graph

Yao Zhang, Yun Xiong, Dongsheng Li, Caihua Shan, Kan Ren, Yangyong Zhu

2021 Conference on Information and Knowledge Management | October 2021

DOI PDF Publication

How Powerful is Graph Convolution for Recommendation

Yifei Shen, Yongji Wu, Yao Zhang, Caihua Shan, Jun Zhang, B. Khaled Letaief, Dongsheng Li

2021 Conference on Information and Knowledge Management | October 2021

DOI Publication Publication Publication Publication

Incremental Graph Convolutional Network for Collaborative Filtering

Jiafeng Xia, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Ning Gu

2021 Conference on Information and Knowledge Management | October 2021

DOI Publication Publication

Energy-Based Open-World Uncertainty Modeling for Confidence Calibration

Yezhen Wang, Bo Li, Tong Che, Kaiyang Zhou, Ziwei Liu, Dongsheng Li

ICCV 2021 | October 2021

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Predicting the effect of confinement on the COVID-19 spread using machine learning enriched with satellite air pollution observations.

Xiaofan Xing, Yuankang Xiong, Ruipu Yang, Rong Wang, Weibing Wang, Haidong Kan, Tun Lu, Dongsheng Li, Junji Cao, Josep Peñuelas, Philippe Ciais, Nico Bauer, Olivier Boucher, Yves Balkanski, Didier Hauglustaine, Guy Brasseur, Lidia Morawska, Ivan A Janssens, Xiangrong Wang, Jordi Sardans, Yijing Wang, Yifei Deng, Lin Wang, Jianmin Chen, Xu Tang, Renhe Zhang

Proceedings of the National Academy of Sciences of the United States of America | August 2021, Vol 118(33)

DOI Publication Publication Publication Publication Publication Publication Projet

Leveraging Tripartite Interaction Information from Live Stream E-Commerce for Improving Product Recommendation

Sanshi Yu, Zhuoxuan Jiang, Dong-Dong Chen, Shanshan Feng, Dongsheng Li, Qi Liu, Jinfeng Yi

KDD 2021 | August 2021

Publication

NeuSE: A Neural Snapshot Ensemble Method for Collaborative Filtering

Dongsheng Li, Haodong Liu, Chao Chen, Yingying Zhao, Stephen M. Chu, Bo Yang

ACM Transactions on Knowledge Discovery From Data | May 2021, Vol 15(6): pp. 1-20

DOI Publication Publication

Scalable and Explainable 1-Bit Matrix Completion via Graph Signal Learning

Chao Chen, Dongsheng Li, Junchi Yan, Hanchi Huang, Xiaokang Yang

Thirty-Fifth AAAI Conference on Artificial Intelligence | May 2021

Publication Publication

A Reinforcement-Learning-based Energy-Efficient Framework for Multi-Task Video Analytics Pipeline

Yingying Zhao, Mingzhi Dong, Yujiang Wang, Da Feng, Qin Lv, Robert P. Dick, Dongsheng Li, Tun Lu, Ning Gu, Li Shang

IEEE Transactions on Multimedia | April 2021

DOI Publication Publication

Universal Trading for Order Execution with Oracle Policy Distillation

Yuchen Fang, Kan Ren, Weiqing Liu, Dong Zhou, Weinan Zhang, Jiang Bian, Yong Yu, Tie-Yan Liu

AAAI | February 2021

Publication Projet

Modeling Dynamic User Preference via Dictionary Learning for Sequential Recommendation

Chao Chen, Dongsheng Li, Junchi Yan, Xiaokang Yang

IEEE Transactions on Knowledge and Data Engineering | January 2021, (01): pp. 1-1

DOI Publication

Training-free Multi-objective Diffusion Model for 3D Molecule Generation

Xu Han, Caihua Shan, Yifei Shen, Can Xu, Han Yang, Xiang Li, Dongsheng Li

ICLR 2024 | April 2024

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Large Multimodal Model for Real-World Radiology Report Generation

Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu

December 2023

Publication

Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism

Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu

ICASSP 23 | June 2023

Author's Version

EA-HAS-Bench: Energy-aware Hyperparameter and Architecture Search Benchmark

Shuguang Dou, Xinyang Jiang, Cairong Zhao, Dongsheng Li

ICLR 23 | May 2023

Spotlight

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SIMPLE: Specialized Model-Sample Matching for Domain Generalization

Ziyue Li, Kan Ren, Xinyang Jiang, Yifei Shen, Haipeng Zhang, Dongsheng Li

ICLR 23 | May 2023

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Over-parameterized Model Optimization with Polyak-{\L}ojasiewicz Condition

Yixuan Chen, Yubin Shi, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Yujiang Wang, Robert Dick, Qin Lv, Yingying Zhao, Fan Yang, Ning Gu, Li Shang

ICLR 23 | May 2023

Publication

Data Continuity Matters: Improving Sequence Modeling with Lipschitz Regularizer

Eric Qu, Xufang Luo, Dongsheng Li

ICLR 23 | May 2023

Spotlight

Publication

Self-supervised Semi-implicit Graph Variational Auto-encoders with Masking

Xiang Li, Tiandi Ye, Caihua Shan, Dongsheng Li, Ming Gao

WWW 23 | April 2023

Author's Version

Personalized Graph Signal Processing for Collaborative Filtering

Jiahao Liu, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Li Shang, Ning Gu

WWW 23 | April 2023

Author's Version

Towards Inference Efficient Deep Ensemble Learning

Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li

AAAI 23 | February 2023

Author's Version

Similarity Distribution based Membership Inference Attack on Person Re-identification

Junyao Gao, Xinyang Jiang, Huishuai Zhang, Yifan Yang, Shuguang Dou, Dongsheng Li, Duoqian Miao, Cheng Deng, Cairong Zhao

AAAI 2023 | February 2023

Author's Version

Learning Decomposed Spatial Relations for Multi-Variate Time-Series Modeling

Yuchen Fang, Kan Ren, Caihua Shan, Yifei Shen, You Li, Weinan Zhang, Yong Yu, Dongsheng Li

AAAI 2023 | February 2023

Publication

CMMD: Cross-Metric Multi-Dimensional Root Cause Analysis

Shifu Yan, Caihua Shan, Wenyi Yang, Bixiong Xu, Dongsheng Li, Lili Qiu, Jie Tong, Qi Zhang

KDD 2022 | August 2022

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Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

Xiang Li, Renyu Zhu, Yao Cheng, Caihua Shan, Siqiang Luo, Dongsheng Li, Weining Qian

ICML 2022 | July 2022

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Analyzing and Mitigating Interference in Neural Architecture Search

Jin Xu, Xu Tan, Kaitao Song, Renqian Luo, Yichong Leng, Tao Qin, Tie-Yan Liu, Sujian Li

ICML 2022 | July 2022

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Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble

Zhengyu Yang, Kan Ren, Xufang Luo, Minghuan Liu, Weiqing Liu, Jiang Bian, Weinan Zhang, Dongsheng Li

IJCAI 2022 | July 2022

Publication

Metabolic characterization of hypertrophic cardiomyopathy in human heart

Wenmin Wang, Jizheng Wang, Ke Yao, Shuiyun Wang, Meng Nie, Yizi Zhao, Bohong Wang, Huanhuan Pang, Jingjing Xu, Guixin Wu, Minjie Lu, Nan Tang, Chunmei Qi, Hengzhi Pei, Xufang Luo, Dongsheng Li, Tianshu Yang, Qing Sun, Xiang Wei, Yan Li, ingsheng Jiang, Peng Li, Lei Song, Zeping Hu

Nature Cardiovascular Research | May 2022, Vol 1: pp. 445-461

Publication

Variational oracle guiding for reinforcement learning

Dongqi Han, Tadashi Kozuno, Xufang Luo, Zhao-Yun Chen, Kenji Doya, Yuqing Yang, Dongsheng Li

ICLR 2022 | April 2022

Publication

Recursive Disentanglement Network

Yixuan Chen, Yubin Shi, Dongsheng Li, Yujiang Wang, Mingzhi Dong, Yingying Zhao, Robert Dick, Qin Lv, Fan Yang, Li Shang

ICLR 2022 | April 2022

Publication

Neural Piecewise-Constant Delay Differential Equations

Qunxi Zhu, Yifei Shen, Dongsheng Li, Wei Lin

AAAI 2022 | February 2022

Publication

Invariant Information Bottleneck for Domain Generalization

Bo Li, Yifei Shen, Yezhen Wang, Wenzhen Zhu, Colorado J Reed, Dongsheng Li, Kurt Keutzer, Han Zhao

AAAI 2022 | February 2022

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Reinforcement Learning Enhanced Explainer for Graph Neural Networks

Caihua Shan, Yifei Shen, Yao Zhang, Xiang Li, Dongsheng Li

NeurIPS 2021 | December 2021

Publication

Predicting the effect of confinement on the COVID-19 spread using machine learning enriched with satellite air pollution observations.

Xiaofan Xing, Yuankang Xiong, Ruipu Yang, Rong Wang, Weibing Wang, Haidong Kan, Tun Lu, Dongsheng Li, Junji Cao, Josep Peñuelas, Philippe Ciais, Nico Bauer, Olivier Boucher, Yves Balkanski, Didier Hauglustaine, Guy Brasseur, Lidia Morawska, Ivan A Janssens, Xiangrong Wang, Jordi Sardans, Yijing Wang, Yifei Deng, Lin Wang, Jianmin Chen, Xu Tang, Renhe Zhang

Proceedings of the National Academy of Sciences of the United States of America | August 2021, Vol 118(33)

DOI Publication Publication Publication Publication Publication Publication Projet

Leveraging Tripartite Interaction Information from Live Stream E-Commerce for Improving Product Recommendation

Sanshi Yu, Zhuoxuan Jiang, Dong-Dong Chen, Shanshan Feng, Dongsheng Li, Qi Liu, Jinfeng Yi

KDD 2021 | August 2021

Publication

Universal Trading for Order Execution with Oracle Policy Distillation

Yuchen Fang, Kan Ren, Weiqing Liu, Dong Zhou, Weinan Zhang, Jiang Bian, Yong Yu, Tie-Yan Liu

AAAI | February 2021

Publication Projet

Large Multimodal Model for Real-World Radiology Report Generation

Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu

December 2023

Publication

Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism

Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu

ICASSP 23 | June 2023

Author's Version

Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech

Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu

INTERSPEECH 2022 | June 2022

Publication

Metabolic characterization of hypertrophic cardiomyopathy in human heart

Wenmin Wang, Jizheng Wang, Ke Yao, Shuiyun Wang, Meng Nie, Yizi Zhao, Bohong Wang, Huanhuan Pang, Jingjing Xu, Guixin Wu, Minjie Lu, Nan Tang, Chunmei Qi, Hengzhi Pei, Xufang Luo, Dongsheng Li, Tianshu Yang, Qing Sun, Xiang Wei, Yan Li, ingsheng Jiang, Peng Li, Lei Song, Zeping Hu

Nature Cardiovascular Research | May 2022, Vol 1: pp. 445-461

Publication

SIMPLE: Specialized Model-Sample Matching for Domain Generalization

Ziyue Li, Kan Ren, Xinyang Jiang, Yifei Shen, Haipeng Zhang, Dongsheng Li

ICLR 23 | May 2023

Publication

Over-parameterized Model Optimization with Polyak-{\L}ojasiewicz Condition

Yixuan Chen, Yubin Shi, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Yujiang Wang, Robert Dick, Qin Lv, Yingying Zhao, Fan Yang, Ning Gu, Li Shang

ICLR 23 | May 2023

Publication

Data Continuity Matters: Improving Sequence Modeling with Lipschitz Regularizer

Eric Qu, Xufang Luo, Dongsheng Li

ICLR 23 | May 2023

Spotlight

Publication

Self-supervised Semi-implicit Graph Variational Auto-encoders with Masking

Xiang Li, Tiandi Ye, Caihua Shan, Dongsheng Li, Ming Gao

WWW 23 | April 2023

Author's Version

Personalized Graph Signal Processing for Collaborative Filtering

Jiahao Liu, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Li Shang, Ning Gu

WWW 23 | April 2023

Author's Version

Towards Inference Efficient Deep Ensemble Learning

Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li

AAAI 23 | February 2023

Author's Version

CLARE: A Semi-supervised Community Detection Algorithm

Xixi Wu, Yao Zhang, Yun Xiong, Yizhu Jiao, Caihua Shan, Yangyong Zhu, Philip S Yu

KDD 2022 | August 2022

Publication

Towards Generating Real-World Time Series Data

Hengzhi Pei, Kan Ren, Yuqing Yang, Chang Liu, Tao Qin, Dongsheng Li

ICDM 21 | November 2021

Publication Publication Publication

How Powerful is Graph Convolution for Recommendation

Yifei Shen, Yongji Wu, Yao Zhang, Caihua Shan, Jun Zhang, B. Khaled Letaief, Dongsheng Li

2021 Conference on Information and Knowledge Management | October 2021

DOI Publication Publication Publication Publication

Incremental Graph Convolutional Network for Collaborative Filtering

Jiafeng Xia, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Ning Gu

2021 Conference on Information and Knowledge Management | October 2021

DOI Publication Publication

CoPE: Modeling Continuous Propagation and Evolution on Interaction Graph

Yao Zhang, Yun Xiong, Dongsheng Li, Caihua Shan, Kan Ren, Yangyong Zhu

2021 Conference on Information and Knowledge Management | October 2021

DOI PDF Publication

NeuSE: A Neural Snapshot Ensemble Method for Collaborative Filtering

Dongsheng Li, Haodong Liu, Chao Chen, Yingying Zhao, Stephen M. Chu, Bo Yang

ACM Transactions on Knowledge Discovery From Data | May 2021, Vol 15(6): pp. 1-20

DOI Publication Publication

Scalable and Explainable 1-Bit Matrix Completion via Graph Signal Learning

Chao Chen, Dongsheng Li, Junchi Yan, Hanchi Huang, Xiaokang Yang

Thirty-Fifth AAAI Conference on Artificial Intelligence | May 2021

Publication Publication

A Reinforcement-Learning-based Energy-Efficient Framework for Multi-Task Video Analytics Pipeline

Yingying Zhao, Mingzhi Dong, Yujiang Wang, Da Feng, Qin Lv, Robert P. Dick, Dongsheng Li, Tun Lu, Ning Gu, Li Shang

IEEE Transactions on Multimedia | April 2021

DOI Publication Publication

Modeling Dynamic User Preference via Dictionary Learning for Sequential Recommendation

Chao Chen, Dongsheng Li, Junchi Yan, Xiaokang Yang

IEEE Transactions on Knowledge and Data Engineering | January 2021, (01): pp. 1-1

DOI Publication

EA-HAS-Bench: Energy-aware Hyperparameter and Architecture Search Benchmark

Shuguang Dou, Xinyang Jiang, Cairong Zhao, Dongsheng Li

ICLR 23 | May 2023

Spotlight

Publication

Similarity Distribution based Membership Inference Attack on Person Re-identification

Junyao Gao, Xinyang Jiang, Huishuai Zhang, Yifan Yang, Shuguang Dou, Dongsheng Li, Duoqian Miao, Cheng Deng, Cairong Zhao

AAAI 2023 | February 2023

Author's Version

RendNet: Unified 2D/3D Recognizer With Latent Space Rendering

Ruoxi Shi, Xinyang Jiang, Caihua Shan, Yansen Wang, Dongsheng Li

CVPR 2022 | June 2022

Publication

Recognizing Vector Graphics without Rasterization

Xinyang Jiang, Lu Liu, Caihua Shan, Yifei Shen, Xuanyi Dong, Dongsheng Li

NeurIPS 2021 | December 2021

Publication

Energy-Based Open-World Uncertainty Modeling for Confidence Calibration

Yezhen Wang, Bo Li, Tong Che, Kaiyang Zhou, Ziwei Liu, Dongsheng Li

ICCV 2021 | October 2021

Publication

A Reinforcement-Learning-based Energy-Efficient Framework for Multi-Task Video Analytics Pipeline

Yingying Zhao, Mingzhi Dong, Yujiang Wang, Da Feng, Qin Lv, Robert P. Dick, Dongsheng Li, Tun Lu, Ning Gu, Li Shang

IEEE Transactions on Multimedia | April 2021

DOI Publication Publication

A Hierarchical Regression Chain Framework for Affective Vocal Burst Recognition

Jinchao Li, Xixin Wu, Kaitao Song, Dongsheng Li, Xunying Liu, Helen Meng

ICASSP 2023 | June 2023

Publication

Leveraging Pretrained Representations with Task-related Keywords for Alzheimer’s Disease Detection

Jinchao Li, Kaitao Song, Junan Li, Bo Zheng, Dongsheng Li, Xixin Wu, Xunying Liu, Helen Meng

ICASSP 2023 | June 2023

Publication

SoftCorrect: Error Correction with Soft Detection for Automatic Speech Recognition

Yichong Leng, Xu Tan, Wenjie Liu, Kaitao Song, Rui Wang, Xiang-Yang Li, Tao Qin, Edward Lin, Tie-Yan Liu

The 37th AAAI Conference on Artificial Intelligence | December 2022

Publication

Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech

Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu

INTERSPEECH 2022 | June 2022

Publication

Mixed-phoneme bert: Improving bert with mixed phoneme and sup-phoneme representations for text to speech

Guangyan Zhang, Kaitao Song, Xu Tan, Daxin Tan, Yuzi Yan, Yanqing Liu, Gang Wang, Wei Zhou, Tao Qin, Tan Lee, Sheng Zhao

INTERSPEECH 2022 | June 2022

Publication

SoftCorrect: Error Correction with Soft Detection for Automatic Speech Recognition

Yichong Leng, Xu Tan, Wenjie Liu, Kaitao Song, Rui Wang, Xiang-Yang Li, Tao Qin, Edward Lin, Tie-Yan Liu

The 37th AAAI Conference on Artificial Intelligence | December 2022

Publication

Towards Generating Real-World Time Series Data

Hengzhi Pei, Kan Ren, Yuqing Yang, Chang Liu, Tao Qin, Dongsheng Li

ICDM 21 | November 2021

Publication Publication Publication

Leveraging Tripartite Interaction Information from Live Stream E-Commerce for Improving Product Recommendation

Sanshi Yu, Zhuoxuan Jiang, Dong-Dong Chen, Shanshan Feng, Dongsheng Li, Qi Liu, Jinfeng Yi

KDD 2021 | August 2021

Publication

FIRE: Fast Incremental Recommendation with Graph Signal Processing

Jiafeng Xia, Dongsheng Li, Hansu Gu, Jiahao Liu, Tun Lu, Ning Gu

TheWebConf 2022 | April 2022

PDF DOI

MINDSim: User Simulator for News Recommenders

Xufang Luo, Zheng Liu, Shitao Xiao, Xing Xie, Dongsheng Li

TheWebConf 2022 | April 2022

Publication

Cross-Modal Ambiguity Learning for Multimodal Fake News Detection

Yixuan Chen, Dongsheng Li, Peng Zhang, Jie Sui, Qin Lv, Lu Tun, Li Shang

TheWebConf 2022 | April 2022

PDF DOI

Accurate and Explainable Recommendation via Review Rationalization

Sicheng Pan, Dongsheng Li, Hansu Gu, Tun Lu, Xufang Luo, Ning Gu

TheWebConf 2022 | April 2022

PDF DOI

How Powerful is Graph Convolution for Recommendation

Yifei Shen, Yongji Wu, Yao Zhang, Caihua Shan, Jun Zhang, B. Khaled Letaief, Dongsheng Li

2021 Conference on Information and Knowledge Management | October 2021

DOI Publication Publication Publication Publication

Incremental Graph Convolutional Network for Collaborative Filtering

Jiafeng Xia, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Ning Gu

2021 Conference on Information and Knowledge Management | October 2021

DOI Publication Publication

CoPE: Modeling Continuous Propagation and Evolution on Interaction Graph

Yao Zhang, Yun Xiong, Dongsheng Li, Caihua Shan, Kan Ren, Yangyong Zhu

2021 Conference on Information and Knowledge Management | October 2021

DOI PDF Publication

NeuSE: A Neural Snapshot Ensemble Method for Collaborative Filtering

Dongsheng Li, Haodong Liu, Chao Chen, Yingying Zhao, Stephen M. Chu, Bo Yang

ACM Transactions on Knowledge Discovery From Data | May 2021, Vol 15(6): pp. 1-20

DOI Publication Publication

Scalable and Explainable 1-Bit Matrix Completion via Graph Signal Learning

Chao Chen, Dongsheng Li, Junchi Yan, Hanchi Huang, Xiaokang Yang

Thirty-Fifth AAAI Conference on Artificial Intelligence | May 2021

Publication Publication

Modeling Dynamic User Preference via Dictionary Learning for Sequential Recommendation

Chao Chen, Dongsheng Li, Junchi Yan, Xiaokang Yang

IEEE Transactions on Knowledge and Data Engineering | January 2021, (01): pp. 1-1

DOI Publication

Training-free Multi-objective Diffusion Model for 3D Molecule Generation

Xu Han, Caihua Shan, Yifei Shen, Can Xu, Han Yang, Xiang Li, Dongsheng Li

ICLR 2024 | April 2024

Publication

Unsupervised Video Anomaly Detection for Stereotypical Behaviours in Autism

Jiaqi Gao, Xinyang Jiang, Yuqing Yang, Dongsheng Li, Lili Qiu

ICASSP 23 | June 2023

Author's Version

A Hierarchical Regression Chain Framework for Affective Vocal Burst Recognition

Jinchao Li, Xixin Wu, Kaitao Song, Dongsheng Li, Xunying Liu, Helen Meng

ICASSP 2023 | June 2023

Publication

Leveraging Pretrained Representations with Task-related Keywords for Alzheimer’s Disease Detection

Jinchao Li, Kaitao Song, Junan Li, Bo Zheng, Dongsheng Li, Xixin Wu, Xunying Liu, Helen Meng

ICASSP 2023 | June 2023

Publication

EA-HAS-Bench: Energy-aware Hyperparameter and Architecture Search Benchmark

Shuguang Dou, Xinyang Jiang, Cairong Zhao, Dongsheng Li

ICLR 23 | May 2023

Spotlight

Publication

SIMPLE: Specialized Model-Sample Matching for Domain Generalization

Ziyue Li, Kan Ren, Xinyang Jiang, Yifei Shen, Haipeng Zhang, Dongsheng Li

ICLR 23 | May 2023

Publication

Over-parameterized Model Optimization with Polyak-{\L}ojasiewicz Condition

Yixuan Chen, Yubin Shi, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Yujiang Wang, Robert Dick, Qin Lv, Yingying Zhao, Fan Yang, Ning Gu, Li Shang

ICLR 23 | May 2023

Publication

Data Continuity Matters: Improving Sequence Modeling with Lipschitz Regularizer

Eric Qu, Xufang Luo, Dongsheng Li

ICLR 23 | May 2023

Spotlight

Publication

Self-supervised Semi-implicit Graph Variational Auto-encoders with Masking

Xiang Li, Tiandi Ye, Caihua Shan, Dongsheng Li, Ming Gao

WWW 23 | April 2023

Author's Version

Personalized Graph Signal Processing for Collaborative Filtering

Jiahao Liu, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Li Shang, Ning Gu

WWW 23 | April 2023

Author's Version

Towards Inference Efficient Deep Ensemble Learning

Ziyue Li, Kan Ren, Yifan Yang, Xinyang Jiang, Yuqing Yang, Dongsheng Li

AAAI 23 | February 2023

Author's Version

Similarity Distribution based Membership Inference Attack on Person Re-identification

Junyao Gao, Xinyang Jiang, Huishuai Zhang, Yifan Yang, Shuguang Dou, Dongsheng Li, Duoqian Miao, Cheng Deng, Cairong Zhao

AAAI 2023 | February 2023

Author's Version

Learning Decomposed Spatial Relations for Multi-Variate Time-Series Modeling

Yuchen Fang, Kan Ren, Caihua Shan, Yifei Shen, You Li, Weinan Zhang, Yong Yu, Dongsheng Li

AAAI 2023 | February 2023

Publication

SoftCorrect: Error Correction with Soft Detection for Automatic Speech Recognition

Yichong Leng, Xu Tan, Wenjie Liu, Kaitao Song, Rui Wang, Xiang-Yang Li, Tao Qin, Edward Lin, Tie-Yan Liu

The 37th AAAI Conference on Artificial Intelligence | December 2022

Publication

CMMD: Cross-Metric Multi-Dimensional Root Cause Analysis

Shifu Yan, Caihua Shan, Wenyi Yang, Bixiong Xu, Dongsheng Li, Lili Qiu, Jie Tong, Qi Zhang

KDD 2022 | August 2022

Publication

CLARE: A Semi-supervised Community Detection Algorithm

Xixi Wu, Yao Zhang, Yun Xiong, Yizhu Jiao, Caihua Shan, Yangyong Zhu, Philip S Yu

KDD 2022 | August 2022

Publication

Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

Xiang Li, Renyu Zhu, Yao Cheng, Caihua Shan, Siqiang Luo, Dongsheng Li, Weining Qian

ICML 2022 | July 2022

Publication

Analyzing and Mitigating Interference in Neural Architecture Search

Jin Xu, Xu Tan, Kaitao Song, Renqian Luo, Yichong Leng, Tao Qin, Tie-Yan Liu, Sujian Li

ICML 2022 | July 2022

Publication

Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble

Zhengyu Yang, Kan Ren, Xufang Luo, Minghuan Liu, Weiqing Liu, Jiang Bian, Weinan Zhang, Dongsheng Li

IJCAI 2022 | July 2022

Publication

Improving Hypernasality Estimation with Automatic Speech Recognition in Cleft Palate Speech

Kaitao Song, Teng Wan, Bixia Wang, Huiqiang Jiang, Luna K. Qiu, Jiahang Xu, Yuqing Yang, Liping Jiang, Qun Lou, Dongsheng Li, Xudong Wang, Lili Qiu

INTERSPEECH 2022 | June 2022

Publication

Mixed-phoneme bert: Improving bert with mixed phoneme and sup-phoneme representations for text to speech

Guangyan Zhang, Kaitao Song, Xu Tan, Daxin Tan, Yuzi Yan, Yanqing Liu, Gang Wang, Wei Zhou, Tao Qin, Tan Lee, Sheng Zhao

INTERSPEECH 2022 | June 2022

Publication

RendNet: Unified 2D/3D Recognizer With Latent Space Rendering

Ruoxi Shi, Xinyang Jiang, Caihua Shan, Yansen Wang, Dongsheng Li

CVPR 2022 | June 2022

Publication

FIRE: Fast Incremental Recommendation with Graph Signal Processing

Jiafeng Xia, Dongsheng Li, Hansu Gu, Jiahao Liu, Tun Lu, Ning Gu

TheWebConf 2022 | April 2022

PDF DOI

MINDSim: User Simulator for News Recommenders

Xufang Luo, Zheng Liu, Shitao Xiao, Xing Xie, Dongsheng Li

TheWebConf 2022 | April 2022

Publication

Cross-Modal Ambiguity Learning for Multimodal Fake News Detection

Yixuan Chen, Dongsheng Li, Peng Zhang, Jie Sui, Qin Lv, Lu Tun, Li Shang

TheWebConf 2022 | April 2022

PDF DOI

Accurate and Explainable Recommendation via Review Rationalization

Sicheng Pan, Dongsheng Li, Hansu Gu, Tun Lu, Xufang Luo, Ning Gu

TheWebConf 2022 | April 2022

PDF DOI

Variational oracle guiding for reinforcement learning

Dongqi Han, Tadashi Kozuno, Xufang Luo, Zhao-Yun Chen, Kenji Doya, Yuqing Yang, Dongsheng Li

ICLR 2022 | April 2022

Publication

Recursive Disentanglement Network

Yixuan Chen, Yubin Shi, Dongsheng Li, Yujiang Wang, Mingzhi Dong, Yingying Zhao, Robert Dick, Qin Lv, Fan Yang, Li Shang

ICLR 2022 | April 2022

Publication

Neural Piecewise-Constant Delay Differential Equations

Qunxi Zhu, Yifei Shen, Dongsheng Li, Wei Lin

AAAI 2022 | February 2022

Publication

Invariant Information Bottleneck for Domain Generalization

Bo Li, Yifei Shen, Yezhen Wang, Wenzhen Zhu, Colorado J Reed, Dongsheng Li, Kurt Keutzer, Han Zhao

AAAI 2022 | February 2022

Publication

Reinforcement Learning Enhanced Explainer for Graph Neural Networks

Caihua Shan, Yifei Shen, Yao Zhang, Xiang Li, Dongsheng Li

NeurIPS 2021 | December 2021

Publication

Recognizing Vector Graphics without Rasterization

Xinyang Jiang, Lu Liu, Caihua Shan, Yifei Shen, Xuanyi Dong, Dongsheng Li

NeurIPS 2021 | December 2021

Publication

Towards Generating Real-World Time Series Data

Hengzhi Pei, Kan Ren, Yuqing Yang, Chang Liu, Tao Qin, Dongsheng Li

ICDM 21 | November 2021

Publication Publication Publication

How Powerful is Graph Convolution for Recommendation

Yifei Shen, Yongji Wu, Yao Zhang, Caihua Shan, Jun Zhang, B. Khaled Letaief, Dongsheng Li

2021 Conference on Information and Knowledge Management | October 2021

DOI Publication Publication Publication Publication

Incremental Graph Convolutional Network for Collaborative Filtering

Jiafeng Xia, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Ning Gu

2021 Conference on Information and Knowledge Management | October 2021

DOI Publication Publication

CoPE: Modeling Continuous Propagation and Evolution on Interaction Graph

Yao Zhang, Yun Xiong, Dongsheng Li, Caihua Shan, Kan Ren, Yangyong Zhu

2021 Conference on Information and Knowledge Management | October 2021

DOI PDF Publication

Energy-Based Open-World Uncertainty Modeling for Confidence Calibration

Yezhen Wang, Bo Li, Tong Che, Kaiyang Zhou, Ziwei Liu, Dongsheng Li

ICCV 2021 | October 2021

Publication

Leveraging Tripartite Interaction Information from Live Stream E-Commerce for Improving Product Recommendation

Sanshi Yu, Zhuoxuan Jiang, Dong-Dong Chen, Shanshan Feng, Dongsheng Li, Qi Liu, Jinfeng Yi

KDD 2021 | August 2021

Publication

Scalable and Explainable 1-Bit Matrix Completion via Graph Signal Learning

Chao Chen, Dongsheng Li, Junchi Yan, Hanchi Huang, Xiaokang Yang

Thirty-Fifth AAAI Conference on Artificial Intelligence | May 2021

Publication Publication

Universal Trading for Order Execution with Oracle Policy Distillation

Yuchen Fang, Kan Ren, Weiqing Liu, Dong Zhou, Weinan Zhang, Jiang Bian, Yong Yu, Tie-Yan Liu

AAAI | February 2021

Publication Projet

Large Multimodal Model for Real-World Radiology Report Generation

Brian Nlong Zhao, Xinyang Jiang, Xufang Luo, Yifan Yang, Bo Li, Zilong Wang, Javier Alvarez-Valle, Matthew P. Lungren, Dongsheng Li, Lili Qiu

December 2023

Publication

Metabolic characterization of hypertrophic cardiomyopathy in human heart

Wenmin Wang, Jizheng Wang, Ke Yao, Shuiyun Wang, Meng Nie, Yizi Zhao, Bohong Wang, Huanhuan Pang, Jingjing Xu, Guixin Wu, Minjie Lu, Nan Tang, Chunmei Qi, Hengzhi Pei, Xufang Luo, Dongsheng Li, Tianshu Yang, Qing Sun, Xiang Wei, Yan Li, ingsheng Jiang, Peng Li, Lei Song, Zeping Hu

Nature Cardiovascular Research | May 2022, Vol 1: pp. 445-461

Publication

Predicting the effect of confinement on the COVID-19 spread using machine learning enriched with satellite air pollution observations.

Xiaofan Xing, Yuankang Xiong, Ruipu Yang, Rong Wang, Weibing Wang, Haidong Kan, Tun Lu, Dongsheng Li, Junji Cao, Josep Peñuelas, Philippe Ciais, Nico Bauer, Olivier Boucher, Yves Balkanski, Didier Hauglustaine, Guy Brasseur, Lidia Morawska, Ivan A Janssens, Xiangrong Wang, Jordi Sardans, Yijing Wang, Yifei Deng, Lin Wang, Jianmin Chen, Xu Tang, Renhe Zhang

Proceedings of the National Academy of Sciences of the United States of America | August 2021, Vol 118(33)

DOI Publication Publication Publication Publication Publication Publication Projet

NeuSE: A Neural Snapshot Ensemble Method for Collaborative Filtering

Dongsheng Li, Haodong Liu, Chao Chen, Yingying Zhao, Stephen M. Chu, Bo Yang

ACM Transactions on Knowledge Discovery From Data | May 2021, Vol 15(6): pp. 1-20

DOI Publication Publication

A Reinforcement-Learning-based Energy-Efficient Framework for Multi-Task Video Analytics Pipeline

Yingying Zhao, Mingzhi Dong, Yujiang Wang, Da Feng, Qin Lv, Robert P. Dick, Dongsheng Li, Tun Lu, Ning Gu, Li Shang

IEEE Transactions on Multimedia | April 2021

DOI Publication Publication

Modeling Dynamic User Preference via Dictionary Learning for Sequential Recommendation

Chao Chen, Dongsheng Li, Junchi Yan, Xiaokang Yang

IEEE Transactions on Knowledge and Data Engineering | January 2021, (01): pp. 1-1

DOI Publication