Localized multi-kernel discriminative canonical correlation analysis for video-based person re-identification. - Guangyi Chen 002; Jiwen Lu; Jianjiang Feng; Jie Zhou 001 (ICIP, 2017)

Self-Critical Attention Learning for Person Re-Identification. - Guangyi Chen 002; Chunze Lin; Liangliang Ren; Jiwen Lu; Jie Zhou 001 (ICCV, 2019)

Deep Meta Metric Learning. - Guangyi Chen 002; Tianren Zhang; Jiwen Lu; Jie Zhou 001 (ICCV, 2019)

Spatial-Temporal Attention-Aware Learning for Video-Based Person Re-Identification. - Guangyi Chen 002; Jiwen Lu; Ming Yang 007; Jie Zhou 001 (IEEE Trans. Image Process., 2019)

Deep Credible Metric Learning for Unsupervised Domain Adaptation Person Re-identification. - Guangyi Chen 002; Yuhao Lu; Jiwen Lu; Jie Zhou 001 (ECCV (8), 2020)

Temporal Coherence or Temporal Motion: Which Is More Critical for Video-Based Person Re-identification? - Guangyi Chen 002; Yongming Rao; Jiwen Lu; Jie Zhou 001 (ECCV (8), 2020)

Learning Recurrent 3D Attention for Video-Based Person Re-Identification. - Guangyi Chen 002; Jiwen Lu; Ming Yang 007; Jie Zhou 001 (IEEE Trans. Image Process., 2020)

Human Trajectory Prediction via Counterfactual Analysis. - Guangyi Chen 002; Junlong Li; Jiwen Lu; Jie Zhou 001 (ICCV, 2021)

Personalized Trajectory Prediction via Distribution Discrimination. - Guangyi Chen 002; Junlong Li; Nuoxing Zhou; Liangliang Ren; Jiwen Lu (ICCV, 2021)

Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification. - Yongming Rao; Guangyi Chen 002; Jiwen Lu; Jie Zhou 001 (ICCV, 2021)

Temporal Label Aggregation for Unintentional Action Localization. - Nuoxing Zhou; Guangyi Chen 002; Jinglin Xu; Wei-Shi Zheng 001; Jiwen Lu (ICME, 2021)

Person Re-Identification via Attention Pyramid. - Guangyi Chen 002; Tianpei Gu; Jiwen Lu; Jinan Bao; Jie Zhou 001 (IEEE Trans. Image Process., 2021)

Stochastic Trajectory Prediction via Motion Indeterminacy Diffusion. - Tianpei Gu; Guangyi Chen 002; Junlong Li; Chunze Lin; Yongming Rao; Jie Zhou 001; Jiwen Lu (CVPR, 2022)

DenseCLIP: Language-Guided Dense Prediction with Context-Aware Prompting. - Yongming Rao; Wenliang Zhao; Guangyi Chen 002; Yansong Tang; Zheng Zhu; Guan Huang 003; Jie Zhou 001; Jiwen Lu (CVPR, 2022)

FineDiving: A Fine-grained Dataset for Procedure-aware Action Quality Assessment. - Jinglin Xu; Yongming Rao; Xumin Yu; Guangyi Chen 002; Jie Zhou 001; Jiwen Lu (CVPR, 2022)

Partial disentanglement for domain adaptation. - Lingjing Kong; Shaoan Xie; Weiran Yao; Yujia Zheng 001; Guangyi Chen 002; Petar Stojanov; Victor Akinwande; Kun Zhang 001 (ICML, 2022)

Temporally Disentangled Representation Learning. - Weiran Yao; Guangyi Chen 002; Kun Zhang 001 (NeurIPS, 2022)

Learning Latent Causal Dynamics. - Weiran Yao; Guangyi Chen 002; Kun Zhang 001 (CoRR, 2022)

Prompt Learning with Optimal Transport for Vision-Language Models. - Guangyi Chen 002; Weiran Yao; Xiangchen Song; Xinyue Li; Yongming Rao; Kun Zhang 001 (CoRR, 2022)

Unintentional Action Localization via Counterfactual Examples. - Jinglin Xu; Guangyi Chen 002; Jiwen Lu; Jie Zhou 001 (IEEE Trans. Image Process., 2022)

Probabilistic Temporal Modeling for Unintentional Action Localization. - Jinglin Xu; Guangyi Chen 002; Nuoxing Zhou; Wei-Shi Zheng 001; Jiwen Lu (IEEE Trans. Image Process., 2022)

Adversarial Alignment for Source Free Object Detection. - Qiaosong Chu; Shuyan Li; Guangyi Chen 002; Kai Li 012; Xiu Li 001 (AAAI, 2023)

Unsupervised Sampling Promoting for Stochastic Human Trajectory Prediction. - Guangyi Chen 002; Zhenhao Chen; Shunxing Fan; Kun Zhang 001 (CVPR, 2023)

Understanding Masked Autoencoders via Hierarchical Latent Variable Models. - Lingjing Kong; Martin Q. Ma; Guangyi Chen 002; Eric P. Xing; Yuejie Chi; Louis-Philippe Morency; Kun Zhang 001 (CVPR, 2023)

PromptCAL: Contrastive Affinity Learning via Auxiliary Prompts for Generalized Novel Category Discovery. - Sheng Zhang; Salman H. Khan 001; Zhiqiang Shen; Muzammal Naseer; Guangyi Chen 002; Fahad Shahbaz Khan (CVPR, 2023)

Tem-adapter: Adapting Image-Text Pretraining for Video Question Answer. - Guangyi Chen 002; Xiao Liu; Guangrun Wang; Kun Zhang 001; Philip H. S. Torr; Xiao-Ping Zhang 002; Yansong Tang (ICCV, 2023)

PLOT: Prompt Learning with Optimal Transport for Vision-Language Models. - Guangyi Chen 002; Weiran Yao; Xiangchen Song; Xinyue Li; Yongming Rao; Kun Zhang 001 (ICLR, 2023)

GAIN: On the Generalization of Instructional Action Understanding. - Junlong Li; Guangyi Chen 002; Yansong Tang; Jinan Bao; Kun Zhang 001; Jie Zhou 001; Jiwen Lu (ICLR, 2023)

Feature Expansion for Graph Neural Networks. - Jiaqi Sun; Lin Zhang; Guangyi Chen 002; Peng Xu; Kun Zhang 001; Yujiu Yang (ICML, 2023)

Subspace Identification for Multi-Source Domain Adaptation. - Zijian Li 001; Ruichu Cai; Guangyi Chen 002; Boyang Sun; Zhifeng Hao; Kun Zhang 001 (NeurIPS, 2023)

Temporally Disentangled Representation Learning under Unknown Nonstationarity. - Xiangchen Song; Weiran Yao; Yewen Fan; Xinshuai Dong; Guangyi Chen 002; Juan Carlos Niebles; Eric P. Xing; Kun Zhang 001 (NeurIPS, 2023)

Partial Identifiability for Domain Adaptation. - Lingjing Kong; Shaoan Xie; Weiran Yao; Yujia Zheng 001; Guangyi Chen 002; Petar Stojanov; Victor Akinwande; Kun Zhang 001 (CoRR, 2023)

Language-free Compositional Action Generation via Decoupling Refinement. - Xiao Liu; Guangyi Chen 002; Yansong Tang; Guangrun Wang; Ser-Nam Lim (CoRR, 2023)

Towards Realistic Zero-Shot Classification via Self Structural Semantic Alignment. - Sheng Zhang; Muzammal Naseer; Guangyi Chen 002; Zhiqiang Shen; Salman H. Khan 001; Kun Zhang 001; Fahad Shahbaz Khan (CoRR, 2023)

Identifying Semantic Component for Robust Molecular Property Prediction. - Zijian Li 001; Zunhong Xu; Ruichu Cai; Zhenhui Yang; Yuguang Yan; Zhifeng Hao; Guangyi Chen 002; Kun Zhang 001 (CoRR, 2023)

S3A: Towards Realistic Zero-Shot Classification via Self Structural Semantic Alignment. - Sheng Zhang; Muzammal Naseer; Guangyi Chen 002; Zhiqiang Shen; Salman H. Khan 001; Kun Zhang 001; Fahad Khan 001 (AAAI, 2024)

Narrative Action Evaluation with Prompt-Guided Multimodal Interaction. - Shiyi Zhang; Sule Bai; Guangyi Chen 002; Lei Chen 069; Jiwen Lu; Junle Wang; Yansong Tang (CVPR, 2024)

Efficient Inference of Vision Instruction-Following Models with Elastic Cache. - Zuyan Liu; Benlin Liu; Jiahui Wang; Yuhao Dong; Guangyi Chen 002; Yongming Rao; Ranjay Krishna; Jiwen Lu (ECCV (17), 2024)

Encourage or Inhibit Monosemanticity? Revisit Monosemanticity from a Feature Decorrelation Perspective. - Hanqi Yan; Yanzheng Xiang; Guangyi Chen 002; Yifei Wang; Lin Gui 003; Yulan He 001 (EMNLP, 2024)

MRIShift: Disentangled Representation Learning for 3D MRI Lesion Segmentation Under Distributional Shifts. - Umaima Rahman; Guangyi Chen 002; Kun Zhang 001 (EUVIP, 2024)

Learning Socio-Temporal Graphs for Multi-Agent Trajectory Prediction. - Yuke Li; Lixiong Chen; Guangyi Chen 002; Ching-Yao Chan; Kun Zhang 001; Stefano Anzellotti; Donglai Wei 001 (HCMA@MM, 2024)

Language-Free Compositional Action Generation via Decoupling Refinement. - Xiao Liu; Guangyi Chen 002; Yansong Tang; Guangrun Wang; Xiao-Ping Zhang 002; Ser-Nam Lim (ICASSP, 2024)

LLCP: Learning Latent Causal Processes for Reasoning-based Video Question Answer. - Guangyi Chen 002; Yuke Li; Xiao Liu; Zijian Li 001; Eman Al Suradi; Donglai Wei 001; Kun Zhang 001 (ICLR, 2024)

Structural Estimation of Partially Observed Linear Non-Gaussian Acyclic Model: A Practical Approach with Identifiability. - Songyao Jin; Feng Xie 002; Guangyi Chen 002; Biwei Huang; Zhengming Chen; Xinshuai Dong; Kun Zhang 001 (ICLR, 2024)

Federated Causal Discovery from Heterogeneous Data. - Loka Li; Ignavier Ng; Gongxu Luo; Biwei Huang; Guangyi Chen 002; Tongliang Liu; Bin Gu 001; Kun Zhang 001 (ICLR, 2024)

CaRiNG: Learning Temporal Causal Representation under Non-Invertible Generation Process. - Guangyi Chen 002; Yifan Shen 004; Zhenhao Chen; Xiangchen Song; Yuewen Sun; Weiran Yao; Xiao Liu; Kun Zhang 001 (ICML, 2024)

Learning Causal Domain-Invariant Temporal Dynamics for Few-Shot Action Recognition. - Yuke Li; Guangyi Chen 002; Ben Abramowitz; Stefano Anzellotti; Donglai Wei 001 (ICML, 2024)

Learning Discrete Concepts in Latent Hierarchical Models. - Lingjing Kong; Guangyi Chen 002; Biwei Huang; Eric P. Xing; Yuejie Chi; Kun Zhang 001 (NeurIPS, 2024)

Towards Understanding Extrapolation: a Causal Lens. - Lingjing Kong; Guangyi Chen 002; Petar Stojanov; Haoxuan Li 001; Eric P. Xing; Kun Zhang 001 (NeurIPS, 2024)

On Causal Discovery in the Presence of Deterministic Relations. - Loka Li; Haoyue Dai; Hanin Al Ghothani; Biwei Huang; Jiji Zhang; Shahar Harel; Isaac Bentwich; Guangyi Chen 002; Kun Zhang 001 (NeurIPS, 2024)

Causal Temporal Representation Learning with Nonstationary Sparse Transition. - Xiangchen Song; Zijian Li 001; Guangyi Chen 002; Yujia Zheng 001; Yewen Fan; Xinshuai Dong; Kun Zhang 001 (NeurIPS, 2024)

MuGSI: Distilling GNNs with Multi-Granularity Structural Information for Graph Classification. - Tianjun Yao; Jiaqi Sun; Defu Cao; Kun Zhang 001; Guangyi Chen 002 (WWW, 2024)

Confidence Matters: Revisiting Intrinsic Self-Correction Capabilities of Large Language Models. - Loka Li; Guangyi Chen 002; Yusheng Su; Zhenhao Chen; Yixuan Zhang 001; Eric P. Xing; Kun Zhang 001 (CoRR, 2024)

Learning Domain-Invariant Temporal Dynamics for Few-Shot Action Recognition. - Yuke Li; Guangyi Chen 002; Ben Abramowitz; Stefano Anzellotti; Donglai Wei 001 (CoRR, 2024)

When and How: Learning Identifiable Latent States for Nonstationary Time Series Forecasting. - Zijian Li 001; Ruichu Cai; Zhenhui Yang; Haiqin Huang; Guangyi Chen 002; Yifan Shen 004; Zhengming Chen; Xiangchen Song; Zhifeng Hao; Kun Zhang 001 (CoRR, 2024)

On the Identification of Temporally Causal Representation with Instantaneous Dependence. - Zijian Li 001; Yifan Shen 004; Kaitao Zheng; Ruichu Cai; Xiangchen Song; Mingming Gong; Zhifeng Hao; Zhengmao Zhu; Guangyi Chen 002; Kun Zhang 001 (CoRR, 2024)

From Orthogonality to Dependency: Learning Disentangled Representation for Multi-Modal Time-Series Sensing Signals. - Ruichu Cai; Zhifang Jiang; Zijian Li 001; Weilin Chen 001; Xuexin Chen; Zhifeng Hao; Yifan Shen 004; Guangyi Chen 002; Kun Zhang 001 (CoRR, 2024)

Continual Learning of Nonlinear Independent Representations. - Boyang Sun; Ignavier Ng; Guangyi Chen 002; Yifan Shen 004; Qirong Ho; Kun Zhang 001 (CoRR, 2024)

CT4D: Consistent Text-to-4D Generation with Animatable Meshes. - Ce Chen; Shaoli Huang; Xuelin Chen; Guangyi Chen 002; Xiaoguang Han 001; Kun Zhang 001; Mingming Gong (CoRR, 2024)

Causality for Large Language Models. - Anpeng Wu; Kun Kuang; Minqin Zhu; Yingrong Wang; Yujia Zheng 001; Kairong Han; Baohong Li; Guangyi Chen 002; Fei Wu 001; Kun Zhang 001 (CoRR, 2024)

Causal Representation Learning from Multimodal Biological Observations. - Yuewen Sun; Lingjing Kong; Guangyi Chen 002; Loka Li; Gongxu Luo; Zijian Li 001; Yixuan Zhang 001; Yujia Zheng 001; Mengyue Yang; Petar Stojanov; Eran Segal; Eric P. Xing; et al. (CoRR, 2024)

SmartCLIP: Modular Vision-language Alignment with Identification Guarantees. - Shaoan Xie; Lingjing; Yujia Zheng 001; Yu Yao 005; Zeyu Tang 002; Eric P. Xing; Guangyi Chen 002; Kun Zhang 001 (CVPR, 2025)

Synergy Between Sufficient Changes and Sparse Mixing Procedure for Disentangled Representation Learning. - Zijian Li 001; Shunxing Fan; Yujia Zheng 001; Ignavier Ng; Shaoan Xie; Guangyi Chen 002; Xinshuai Dong; Ruichu Cai; Kun Zhang 001 (ICLR, 2025)

On the Identification of Temporal Causal Representation with Instantaneous Dependence. - Zijian Li 001; Yifan Shen 004; Kaitao Zheng; Ruichu Cai; Xiangchen Song; Mingming Gong; Guangyi Chen 002; Kun Zhang 001 (ICLR, 2025)

Identification of Intermittent Temporal Latent Process. - Yuke Li; Yujia Zheng 001; Guangyi Chen 002; Kun Zhang 001; Heng Huang (ICLR, 2025)

Causal Representation Learning from Multimodal Biomedical Observations. - Yuewen Sun; Lingjing Kong; Guangyi Chen 002; Loka Li; Gongxu Luo; Zijian Li 001; Yixuan Zhang 001; Yujia Zheng 001; Mengyue Yang; Petar Stojanov; Eran Segal; Eric P. Xing; et al. (ICLR, 2025)

Learning Disentangled Representation for Multi-Modal Time-Series Sensing Signals. - Ruichu Cai; Zhifan Jiang; Kaitao Zheng; Zijian Li 001; Weilin Chen 001; Xuexin Chen; Yifan Shen 004; Guangyi Chen 002; Zhifeng Hao; Kun Zhang 001 (WWW, 2025)

Controllable Video Generation with Provable Disentanglement. - Yifan Shen 004; Peiyuan Zhu 001; Zijian Li 001; Shaoan Xie; Zeyu Tang 002; Namrata Deka; Zongfang Liu; Guangyi Chen 002; Kun Zhang 001 (CoRR, 2025)

Reflection-Window Decoding: Text Generation with Selective Refinement. - Zeyu Tang 002; Zhenhao Chen; Loka Li; Xiangchen Song; Yunlong Deng; Yifan Shen 004; Guangyi Chen 002; Peter Spirtes; Kun Zhang 001 (CoRR, 2025)

Should Bias Always be Eliminated? A Principled Framework to Use Data Bias for OOD Generation. - Yan Li 099; Guangyi Chen 002; Yunlong Deng; Zijian Li 001; Zeyu Tang 002; Anpeng Wu; Kun Zhang 001 (CoRR, 2025)

SmartCLIP: Modular Vision-language Alignment with Identification Guarantees. - Shaoan Xie; Lingjing Kong; Yujia Zheng 001; Yu Yao 005; Zeyu Tang 002; Eric P. Xing; Guangyi Chen 002; Kun Zhang 001 (CoRR, 2025)