Dongsheng Li

MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention

Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu

ICML 2025 | July 2025

Preprint Github Projet

SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents

Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Xufang Luo, Hao Cheng, Dongsheng Li, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Jianfeng Gao

ICLR 2025 | April 2025

Publication Projet

What Makes a Good Diffusion Planner for Decision Making?

Haofei Lu, Dongqi Han, Yifei Shen, Dongsheng Li

ICLR 2025 | March 2025

Publication

SCBench: A KV Cache-Centric Analysis of Long-Context Methods

Yucheng Li, Huiqiang Jiang, Qianhui Wu, Xufang Luo, Surin Ahn, Chengruidong Zhang, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu

ICLR 2025 | December 2024

Preprint Github Projet

MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

NeurIPS 2024 | December 2024

spotlight

Preprint Github Projet

Can Graph Learning Improve Task Planning?

Xixi Wu, Yifei Shen, Caihua Shan, Kaitao Song, Siwei Wang, Bohang Zhang, Jiarui Feng, Hong Cheng, Wei Chen, Yun Xiong, Dongsheng Li

NeurIPS 2024 | December 2024

DOI Publication Publication

Personalized progression modelling and prediction in Parkinson’s disease with a novel multi-modal graph approach

Jie Lian, Xufang Luo, Caihua Shan, Dongqi Han, Chencheng Zhang, V. Vardhanabhuti, Dongsheng Li, Lili Qiu

NPJ Parkinson's Disease | December 2024, Vol 10

DOI Publication Publication

Towards Editing Time Series

Baoyu Jing, Shuqi Gu, Tianyu Chen, Zhiyu Yang, Dongsheng Li, Jingrui He, Kan Ren

2024 Neural Information Processing Systems | December 2024

Publication

Mitigate Position Bias in Large Language Models via Scaling a Single Dimension

Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu

June 2024

Preprint

LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought

Zhuoxuan Jiang, Haoyuan Peng, Shanshan Feng, Fan Li, Dongsheng Li

IJCAI 2024 | May 2024

DOI Publication

Addressing Signal Delay in Deep Reinforcement Learning

Wei Wang, Dongqi Han, Xufang Luo, Dongsheng Li

ICLR 2024 | May 2024

PDF Publication Github

Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators

Changze Lv, Dongqi Han, Yansen Wang, Xiaoqing Zheng, Xuanjing Huang, Dongsheng Li

NeurIPS 2024 | May 2024

Publication Github

CNN Kernels Can Be the Best Shapelets

Eric Qu, Yansen Wang, Xufang Luo, Wenqiang He, Kan Ren, Dongsheng Li

The Twelfth International Conference on Learning Representations | May 2024

PDF

Disentangled Prompt Representation for Domain Generalization

De Cheng, Zhipeng Xu, Xinyang Jiang, Nannan Wang, Dongsheng Li, Xinbo Gao

CVPR 2024 | May 2024

Publication

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Dongqi Han, Kenji Doya, Dongsheng Li, Jun Tani

Nature Communications | May 2024

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

Understanding and Improving Training-free Loss-based Diffusion Guidance

Yifei Shen, Xinyang Jiang, Yezhen Wang, Yifan Yang, Dongqi Han, Dongsheng Li

NeurIPS 2024 | March 2024

Publication

Efficient and Effective Time-Series Forecasting with Spiking Neural Networks

Changze Lv, Yansen Wang, Dongqi Han, Xiaoqing Zheng, Xuanjing Huang, Dongsheng Li

ICML 2024 | February 2024

DOI Publication Github

Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models

Yubin Wang, Xinyang Jiang, De Cheng, Dongsheng Li, Cairong Zhao

AAAI 2024 | December 2023

DOI Publication

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

TaskBench: Benchmarking Large Language Models for Task Automation

Yongliang Shen, Kaitao Song, Xu Tan, Wenqi Zhang, Kan Ren, Siyu Yuan, Weiming Lu, Dongsheng Li, Y. Zhuang

NeurIPS 2024 | November 2023

DOI Publication Publication

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023

Preprint Projet

End-to-End Word-Level Pronunciation Assessment with MASK Pre-training

Yukang Liang, Kaitao Song, Shaoguang Mao, Huiqiang Jiang, Luna K. Qiu, Yuqing Yang, Dongsheng Li, Linli Xu, Lili Qiu

INTERSPEECH 2023 | August 2023

Publication

CircuitNet: A Generic Neural Network to Realize Universal Circuit Motif Modeling

Yansen Wang, Kan Ren, Xinyang Jiang, Caihua Shan, Xufang Luo, Dongqi Han, Kaitao Song, Yifei Shen, Dongsheng Li

ICML 2023 | August 2023

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

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

Spotlight

Publication

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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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

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

Towards Understanding Omission in Dialogue Summarization

Yicheng Zou, Kaitao Song, Xu Tan, Zhongkai Fu, Qi Zhang, Dongsheng Li, Tao Gui

The 61st Annual Meeting of the Association for Computational Linguistics | May 2023

Publication

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

Online Video Super-Resolution with Convolutional Kernel Bypass Graft

Jun Xiao, Xinyang Jiang, Ningxin Zheng, Huan Yang, Yifan Yang, Yuqing Yang, Dongsheng Li, Kin-Man Lam

IEEE Transactions on Multimedia | February 2023

Publication Projet

Adaptive Policy Learning for Offline-to-Online Reinforcement Learning

Han Zheng, Xufang Luo, Pengfei Wei, Xuan Song, Dongsheng Li, Jing Jiang

AAAI 2023 | February 2023

Publication

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

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

Author's Version

Bootstrapped Transformer for Offline Reinforcement Learning

Kerong Wang, Hanye Zhao, Xufang Luo, Kan Ren, Weinan Zhang, Dongsheng Li

NeurIPS 2022 | November 2022

Publication

Parameter-free Dynamic Graph Embedding for Link Prediction

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

2022 Neural Information Processing Systems | October 2022

Publication

Reinforcement Learning with Automated Auxiliary Loss Search

Tairan He, Yuge Zhang, Kan Ren, Minghuan Liu, Che Wang, Weinan Zhang, Yuqing Yang, Dongsheng Li

2022 Neural Information Processing Systems | October 2022

Publication

VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning

Che Wang, Xufang Luo, Keith Ross, Dongsheng Li

2022 Neural Information Processing Systems | September 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

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

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

Transcormer: Transformer for Sentence Scoring with Sliding Language Modeling

Kaitao Song, Yichong Leng, Xu Tan, Yicheng Zou, Tao Qin, Dongsheng Li

2022 Neural Information Processing Systems | June 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

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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

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

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

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

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

Variational oracle guiding for reinforcement learning

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

2022 International Conference on Learning Representations | March 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

Neural Piecewise-Constant Delay Differential Equations

Qunxi Zhu, Yifei Shen, Dongsheng Li, Wei Lin

AAAI 2022 | February 2022

Publication

Recognizing Vector Graphics without Rasterization

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

NeurIPS 2021 | December 2021

Publication

Reinforcement Learning Enhanced Explainer for Graph Neural Networks

Caihua Shan, Yifei Shen, Yao Zhang, Xiang Li, 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, Khaled Ben Letaief, Dongsheng Li

Conference on Information and Knowledge Management (Oral) | November 2021

Project: Inductive bias in neural architectures

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

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

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

MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention

Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu

ICML 2025 | July 2025

Preprint Github Projet

SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents

Zhuoshi Pan, Qianhui Wu, Huiqiang Jiang, Xufang Luo, Hao Cheng, Dongsheng Li, Yuqing Yang, Chin-Yew Lin, H. Vicky Zhao, Lili Qiu, Jianfeng Gao

ICLR 2025 | April 2025

Publication Projet

What Makes a Good Diffusion Planner for Decision Making?

Haofei Lu, Dongqi Han, Yifei Shen, Dongsheng Li

ICLR 2025 | March 2025

Publication

SCBench: A KV Cache-Centric Analysis of Long-Context Methods

Yucheng Li, Huiqiang Jiang, Qianhui Wu, Xufang Luo, Surin Ahn, Chengruidong Zhang, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu

ICLR 2025 | December 2024

Preprint Github Projet

MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

NeurIPS 2024 | December 2024

spotlight

Preprint Github Projet

Personalized progression modelling and prediction in Parkinson’s disease with a novel multi-modal graph approach

Jie Lian, Xufang Luo, Caihua Shan, Dongqi Han, Chencheng Zhang, V. Vardhanabhuti, Dongsheng Li, Lili Qiu

NPJ Parkinson's Disease | December 2024, Vol 10

DOI Publication Publication

Towards Editing Time Series

Baoyu Jing, Shuqi Gu, Tianyu Chen, Zhiyu Yang, Dongsheng Li, Jingrui He, Kan Ren

2024 Neural Information Processing Systems | December 2024

Publication

Can Graph Learning Improve Task Planning?

Xixi Wu, Yifei Shen, Caihua Shan, Kaitao Song, Siwei Wang, Bohang Zhang, Jiarui Feng, Hong Cheng, Wei Chen, Yun Xiong, Dongsheng Li

NeurIPS 2024 | December 2024

DOI Publication Publication

Mitigate Position Bias in Large Language Models via Scaling a Single Dimension

Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu

June 2024

Preprint

LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought

Zhuoxuan Jiang, Haoyuan Peng, Shanshan Feng, Fan Li, Dongsheng Li

IJCAI 2024 | May 2024

DOI Publication

Addressing Signal Delay in Deep Reinforcement Learning

Wei Wang, Dongqi Han, Xufang Luo, Dongsheng Li

ICLR 2024 | May 2024

PDF Publication Github

Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators

Changze Lv, Dongqi Han, Yansen Wang, Xiaoqing Zheng, Xuanjing Huang, Dongsheng Li

NeurIPS 2024 | May 2024

Publication Github

Synergizing habits and goals with variational Bayes

Dongqi Han, Kenji Doya, Dongsheng Li, Jun Tani

Nature Communications | May 2024

Publication

CNN Kernels Can Be the Best Shapelets

Eric Qu, Yansen Wang, Xufang Luo, Wenqiang He, Kan Ren, Dongsheng Li

The Twelfth International Conference on Learning Representations | May 2024

PDF

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

Understanding and Improving Training-free Loss-based Diffusion Guidance

Yifei Shen, Xinyang Jiang, Yezhen Wang, Yifan Yang, Dongqi Han, Dongsheng Li

NeurIPS 2024 | March 2024

Publication

Efficient and Effective Time-Series Forecasting with Spiking Neural Networks

Changze Lv, Yansen Wang, Dongqi Han, Xiaoqing Zheng, Xuanjing Huang, Dongsheng Li

ICML 2024 | February 2024

DOI Publication Github

Learning Hierarchical Prompt with Structured Linguistic Knowledge for Vision-Language Models

Yubin Wang, Xinyang Jiang, De Cheng, Dongsheng Li, Cairong Zhao

AAAI 2024 | December 2023

DOI Publication

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

TaskBench: Benchmarking Large Language Models for Task Automation

Yongliang Shen, Kaitao Song, Xu Tan, Wenqi Zhang, Kan Ren, Siyu Yuan, Weiming Lu, Dongsheng Li, Y. Zhuang

NeurIPS 2024 | November 2023

DOI Publication Publication

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023

Preprint Projet

End-to-End Word-Level Pronunciation Assessment with MASK Pre-training

Yukang Liang, Kaitao Song, Shaoguang Mao, Huiqiang Jiang, Luna K. Qiu, Yuqing Yang, Dongsheng Li, Linli Xu, Lili Qiu

INTERSPEECH 2023 | August 2023

Publication

CircuitNet: A Generic Neural Network to Realize Universal Circuit Motif Modeling

Yansen Wang, Kan Ren, Xinyang Jiang, Caihua Shan, Xufang Luo, Dongqi Han, Kaitao Song, Yifei Shen, Dongsheng Li

ICML 2023 | August 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

Towards Understanding Omission in Dialogue Summarization

Yicheng Zou, Kaitao Song, Xu Tan, Zhongkai Fu, Qi Zhang, Dongsheng Li, Tao Gui

The 61st Annual Meeting of the Association for Computational Linguistics | May 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

Adaptive Policy Learning for Offline-to-Online Reinforcement Learning

Han Zheng, Xufang Luo, Pengfei Wei, Xuan Song, Dongsheng Li, Jing Jiang

AAAI 2023 | February 2023

Publication

Bootstrapped Transformer for Offline Reinforcement Learning

Kerong Wang, Hanye Zhao, Xufang Luo, Kan Ren, Weinan Zhang, Dongsheng Li

NeurIPS 2022 | November 2022

Publication

Parameter-free Dynamic Graph Embedding for Link Prediction

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

2022 Neural Information Processing Systems | October 2022

Publication

Reinforcement Learning with Automated Auxiliary Loss Search

Tairan He, Yuge Zhang, Kan Ren, Minghuan Liu, Che Wang, Weinan Zhang, Yuqing Yang, Dongsheng Li

2022 Neural Information Processing Systems | October 2022

Publication

VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning

Che Wang, Xufang Luo, Keith Ross, Dongsheng Li

2022 Neural Information Processing Systems | September 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

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

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

Transcormer: Transformer for Sentence Scoring with Sliding Language Modeling

Kaitao Song, Yichong Leng, Xu Tan, Yicheng Zou, Tao Qin, Dongsheng Li

2022 Neural Information Processing Systems | 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

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ICLR 2022 | April 2022

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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

2022 International Conference on Learning Representations | March 2022

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AAAI 2022 | February 2022

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

NeurIPS 2021 | December 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

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MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention

Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu

ICML 2025 | July 2025

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SCBench: A KV Cache-Centric Analysis of Long-Context Methods

Yucheng Li, Huiqiang Jiang, Qianhui Wu, Xufang Luo, Surin Ahn, Chengruidong Zhang, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu

ICLR 2025 | December 2024

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MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

Huiqiang Jiang, Yucheng Li, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Zhenhua Han, Amir H. Abdi, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

NeurIPS 2024 | December 2024

spotlight

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Mitigate Position Bias in Large Language Models via Scaling a Single Dimension

Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu

June 2024

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LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023

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The 61st Annual Meeting of the Association for Computational Linguistics | May 2023

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ICLR 2025 | April 2025

Publication Projet

Disentangled Prompt Representation for Domain Generalization

De Cheng, Zhipeng Xu, Xinyang Jiang, Nannan Wang, Dongsheng Li, Xinbo Gao

CVPR 2024 | May 2024

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Yifei Shen, Xinyang Jiang, Yezhen Wang, Yifan Yang, Dongqi Han, Dongsheng Li

NeurIPS 2024 | March 2024

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Jun Xiao, Xinyang Jiang, Ningxin Zheng, Huan Yang, Yifan Yang, Yuqing Yang, Dongsheng Li, Kin-Man Lam

IEEE Transactions on Multimedia | February 2023

Publication Projet

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

VRL3: A Data-Driven Framework for Visual Deep Reinforcement Learning

Che Wang, Xufang Luo, Keith Ross, Dongsheng Li

2022 Neural Information Processing Systems | September 2022

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CVPR 2022 | June 2022

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

NeurIPS 2021 | December 2021

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

ICCV 2021 | October 2021

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IEEE Transactions on Multimedia | April 2021

DOI Publication Publication

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NeurIPS 2024 | December 2024

spotlight

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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

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

ICASSP 23 | June 2023

Author's Version

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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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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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Spotlight

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WWW 23 | April 2023

Author's Version

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WWW 23 | April 2023

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AAAI 23 | February 2023

Author's Version

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ICDM 21 | November 2021

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2021 Conference on Information and Knowledge Management | October 2021

DOI Publication Publication Publication Publication

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2021 Conference on Information and Knowledge Management | October 2021

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2021 Conference on Information and Knowledge Management | October 2021

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

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

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Thirty-Fifth AAAI Conference on Artificial Intelligence | May 2021

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IEEE Transactions on Multimedia | April 2021

DOI Publication Publication

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Chao Chen, Dongsheng Li, Junchi Yan, Xiaokang Yang

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

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ICLR 23 | May 2023

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INTERSPEECH 2023 | August 2023

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INTERSPEECH 2022 | June 2022

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TheWebConf 2022 | April 2022

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TheWebConf 2022 | April 2022

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TheWebConf 2022 | April 2022

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TheWebConf 2022 | April 2022

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Conference on Information and Knowledge Management (Oral) | November 2021

Project: Inductive bias in neural architectures

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2021 Conference on Information and Knowledge Management | October 2021

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

2021 Conference on Information and Knowledge Management | October 2021

DOI PDF Publication

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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

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Thirty-Fifth AAAI Conference on Artificial Intelligence | May 2021

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

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

ICDM 21 | November 2021

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KDD 2021 | August 2021

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MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention

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ICML 2025 | July 2025

Preprint Github Projet

SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents

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ICLR 2025 | April 2025

Publication Projet

What Makes a Good Diffusion Planner for Decision Making?

Haofei Lu, Dongqi Han, Yifei Shen, Dongsheng Li

ICLR 2025 | March 2025

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SCBench: A KV Cache-Centric Analysis of Long-Context Methods

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ICLR 2025 | December 2024

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MInference 1.0: Accelerating Pre-filling for Long-Context LLMs via Dynamic Sparse Attention

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NeurIPS 2024 | December 2024

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2024 Neural Information Processing Systems | December 2024

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Xixi Wu, Yifei Shen, Caihua Shan, Kaitao Song, Siwei Wang, Bohang Zhang, Jiarui Feng, Hong Cheng, Wei Chen, Yun Xiong, Dongsheng Li

NeurIPS 2024 | December 2024

DOI Publication Publication

LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought

Zhuoxuan Jiang, Haoyuan Peng, Shanshan Feng, Fan Li, Dongsheng Li

IJCAI 2024 | May 2024

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Addressing Signal Delay in Deep Reinforcement Learning

Wei Wang, Dongqi Han, Xufang Luo, Dongsheng Li

ICLR 2024 | May 2024

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Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators

Changze Lv, Dongqi Han, Yansen Wang, Xiaoqing Zheng, Xuanjing Huang, Dongsheng Li

NeurIPS 2024 | May 2024

Publication Github

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CVPR 2024 | May 2024

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The Twelfth International Conference on Learning Representations | May 2024

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

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ICLR 2024 | April 2024

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Yifei Shen, Xinyang Jiang, Yezhen Wang, Yifan Yang, Dongqi Han, Dongsheng Li

NeurIPS 2024 | March 2024

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Changze Lv, Yansen Wang, Dongqi Han, Xiaoqing Zheng, Xuanjing Huang, Dongsheng Li

ICML 2024 | February 2024

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Yubin Wang, Xinyang Jiang, De Cheng, Dongsheng Li, Cairong Zhao

AAAI 2024 | December 2023

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TaskBench: Benchmarking Large Language Models for Task Automation

Yongliang Shen, Kaitao Song, Xu Tan, Wenqi Zhang, Kan Ren, Siyu Yuan, Weiming Lu, Dongsheng Li, Y. Zhuang

NeurIPS 2024 | November 2023

DOI Publication Publication

LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression

Huiqiang Jiang, Qianhui Wu, Xufang Luo, Dongsheng Li, Chin-Yew Lin, Yuqing Yang, Lili Qiu

The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) | October 2023

Preprint Projet

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INTERSPEECH 2023 | August 2023

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CircuitNet: A Generic Neural Network to Realize Universal Circuit Motif Modeling

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ICML 2023 | August 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

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

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

ICASSP 2023 | June 2023

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Yicheng Zou, Kaitao Song, Xu Tan, Zhongkai Fu, Qi Zhang, Dongsheng Li, Tao Gui

The 61st Annual Meeting of the Association for Computational Linguistics | May 2023

Publication

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ICLR 23 | May 2023

Spotlight

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

Publication

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Eric Qu, Xufang Luo, Dongsheng Li

ICLR 23 | May 2023

Spotlight

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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

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Adaptive Policy Learning for Offline-to-Online Reinforcement Learning

Han Zheng, Xufang Luo, Pengfei Wei, Xuan Song, Dongsheng Li, Jing Jiang

AAAI 2023 | February 2023

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Bootstrapped Transformer for Offline Reinforcement Learning

Kerong Wang, Hanye Zhao, Xufang Luo, Kan Ren, Weinan Zhang, Dongsheng Li

NeurIPS 2022 | November 2022

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Parameter-free Dynamic Graph Embedding for Link Prediction

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

2022 Neural Information Processing Systems | October 2022

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Reinforcement Learning with Automated Auxiliary Loss Search

Tairan He, Yuge Zhang, Kan Ren, Minghuan Liu, Che Wang, Weinan Zhang, Yuqing Yang, Dongsheng Li

2022 Neural Information Processing Systems | October 2022

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Che Wang, Xufang Luo, Keith Ross, Dongsheng Li

2022 Neural Information Processing Systems | September 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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Finding Global Homophily in Graph Neural Networks When Meeting Heterophily

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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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Transcormer: Transformer for Sentence Scoring with Sliding Language Modeling

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2022 Neural Information Processing Systems | June 2022

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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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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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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

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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

2022 International Conference on Learning Representations | March 2022

Publication

Neural Piecewise-Constant Delay Differential Equations

Qunxi Zhu, Yifei Shen, Dongsheng Li, Wei Lin

AAAI 2022 | February 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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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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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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Towards Generating Real-World Time Series Data

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

ICDM 21 | November 2021

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How Powerful is Graph Convolution for Recommendation?

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

Conference on Information and Knowledge Management (Oral) | November 2021

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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

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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

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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

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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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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

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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

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Personalized progression modelling and prediction in Parkinson’s disease with a novel multi-modal graph approach

Jie Lian, Xufang Luo, Caihua Shan, Dongqi Han, Chencheng Zhang, V. Vardhanabhuti, Dongsheng Li, Lili Qiu

NPJ Parkinson's Disease | December 2024, Vol 10

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Synergizing habits and goals with variational Bayes

Dongqi Han, Kenji Doya, Dongsheng Li, Jun Tani

Nature Communications | May 2024

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Online Video Super-Resolution with Convolutional Kernel Bypass Graft

Jun Xiao, Xinyang Jiang, Ningxin Zheng, Huan Yang, Yifan Yang, Yuqing Yang, Dongsheng Li, Kin-Man Lam

IEEE Transactions on Multimedia | February 2023

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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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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)

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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

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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

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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

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Mitigate Position Bias in Large Language Models via Scaling a Single Dimension

Yijiong Yu, Huiqiang Jiang, Xufang Luo, Qianhui Wu, Chin-Yew Lin, Dongsheng Li, Yuqing Yang, Yongfeng Huang, Lili Qiu

June 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

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