PPaperPicks

Guangyi Chen

Mohamed bin Zayed University of Artificial Intelligence, Masdar City, Abu Dhabi, AE

29 papers at tracked venues · 27 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0001-7542-5378 ↗Homepage ↗

Venues

NeurIPS ×9ICLR ×7ICML ×5CVPR ×2WWW ×2AAAI ×1ACL ×1ECCV ×1EMNLP ×1

Frequent coauthors

Kun Zhang
×24
Zijian Li
×10
Eric P. Xing
×7
Yujia Zheng
×7
Yifan Shen
×7
Lingjing Kong
×6
Xiangchen Song
×5
Ruichu Cai
×5
Shaoan Xie
×4
Xinshuai Dong
×4
Loka Li
×4
Zeyu Tang
×4

Papers

  1. Advancing Reasoning in Diffusion Language Models with Denoising Process Rewards
    ACL 2026 ·
    Shaoan Xie
    ,
    Lingjing Kong
    ,
    Xiangchen Song
    ,
    Xinshuai Dong
    , Guangyi Chen,
    Eric P. Xing
    ,
    Kun Zhang
  2. A General Representation-Based Approach to Multi-Source Domain Adaptation
    ICML 2025 ·
    Ignavier Ng
    ,
    Yan Li
    ,
    Zijian Li
    ,
    Yujia Zheng
    , Guangyi Chen,
    Kun Zhang
  3. Causal Representation Learning from Multimodal Biomedical Observations
    ICLR 2025 ·
    Yuewen Sun
    ,
    Lingjing Kong
    , Guangyi Chen,
    Loka Li
    ,
    Gongxu Luo
    ,
    Zijian Li
    ,
    Yixuan Zhang
    ,
    Yujia Zheng
    ,
    Mengyue Yang
    ,
    Petar Stojanov
    ,
    Eran Segal
    ,
    Eric P. Xing
    ,
    Kun Zhang
  4. CausalVerse: Benchmarking Causal Representation Learning with Configurable High-Fidelity Simulations
    NeurIPS 2025 · Guangyi Chen,
    Yunlong Deng
    ,
    Peiyuan Zhu
    ,
    Yan Li
    ,
    Yifan Shen
    ,
    Zijian Li
    ,
    Kun Zhang
  5. Dimensional Collapse in VQVAEs: Evidence and Remedies
    NeurIPS 2025 ·
    Jiayou Zhang
    ,
    Yifan Shen
    , Guangyi Chen,
    Le Song
    ,
    Eric P. Xing
  6. Identification of Intermittent Temporal Latent Process
    ICLR 2025 ·
    Yuke Li
    ,
    Yujia Zheng
    , Guangyi Chen,
    Kun Zhang
    ,
    Heng Huang
  7. Learning Disentangled Representation for Multi-Modal Time-Series Sensing Signals
    WWW 2025 ·
    Ruichu Cai
    ,
    Zhifan Jiang
    ,
    Kaitao Zheng
    ,
    Zijian Li
    ,
    Weilin Chen
    ,
    Xuexin Chen
    ,
    Yifan Shen
    , Guangyi Chen,
    Zhifeng Hao
    ,
    Kun Zhang
  8. Learning Vision and Language Concepts for Controllable Image Generation
    ICML 2025 ·
    Shaoan Xie
    ,
    Lingjing Kong
    ,
    Yujia Zheng
    ,
    Zeyu Tang
    ,
    Eric P. Xing
    , Guangyi Chen,
    Kun Zhang
  9. On the Identification of Temporal Causal Representation with Instantaneous Dependence
    ICLR 2025 ·
    Zijian Li
    ,
    Yifan Shen
    ,
    Kaitao Zheng
    ,
    Ruichu Cai
    ,
    Xiangchen Song
    ,
    Mingming Gong
    , Guangyi Chen,
    Kun Zhang
  10. Online Time Series Forecasting with Theoretical Guarantees
    NeurIPS 2025 ·
    Zijian Li
    ,
    Changze Zhou
    ,
    Minghao Fu
    ,
    Sanjay Manjunath
    ,
    Fan Feng
    , Guangyi Chen,
    Yingyao Hu
    ,
    Ruichu Cai
    ,
    Kun Zhang
  11. Reflection-Window Decoding: Text Generation with Selective Refinement
    ICML 2025 ·
    Zeyu Tang
    ,
    Zhenhao Chen
    ,
    Xiangchen Song
    ,
    Loka Li
    ,
    Yunlong Deng
    ,
    Yifan Shen
    , Guangyi Chen,
    Peter Spirtes
    ,
    Kun Zhang
  12. SmartCLIP: Modular Vision-language Alignment with Identification Guarantees
    CVPR 2025 ·
    Shaoan Xie
    ,
    Lingjing
    ,
    Yujia Zheng
    ,
    Yu Yao
    ,
    Zeyu Tang
    ,
    Eric P. Xing
    , Guangyi Chen,
    Kun Zhang
  13. Synergy Between Sufficient Changes and Sparse Mixing Procedure for Disentangled Representation Learning
    ICLR 2025 ·
    Zijian Li
    ,
    Shunxing Fan
    ,
    Yujia Zheng
    ,
    Ignavier Ng
    ,
    Shaoan Xie
    , Guangyi Chen,
    Xinshuai Dong
    ,
    Ruichu Cai
    ,
    Kun Zhang
  14. Towards Identifiability of Hierarchical Temporal Causal Representation Learning
    NeurIPS 2025 ·
    Zijian Li
    ,
    Minghao Fu
    ,
    Junxian Huang
    ,
    Yifan Shen
    ,
    Ruichu Cai
    ,
    Yuewen Sun
    , Guangyi Chen,
    Kun Zhang
  15. Towards Self-Refinement of Vision-Language Models with Triangular Consistency
    NeurIPS 2025 ·
    Yunlong Deng
    , Guangyi Chen,
    Tianpei Gu
    ,
    Lingjing Kong
    ,
    Yan Li
    ,
    Zeyu Tang
    ,
    Kun Zhang
  16. CaRiNG: Learning Temporal Causal Representation under Non-Invertible Generation Process
    ICML 2024 · Guangyi Chen,
    Yifan Shen
    ,
    Zhenhao Chen
    ,
    Xiangchen Song
    ,
    Yuewen Sun
    ,
    Weiran Yao
    ,
    Xiao Liu
    ,
    Kun Zhang
  17. Causal Temporal Representation Learning with Nonstationary Sparse Transition
    NeurIPS 2024 ·
    Xiangchen Song
    ,
    Zijian Li
    , Guangyi Chen,
    Yujia Zheng
    ,
    Yewen Fan
    ,
    Xinshuai Dong
    ,
    Kun Zhang
  18. Efficient Inference of Vision Instruction-Following Models with Elastic Cache
    ECCV 2024 ·
    Zuyan Liu
    ,
    Benlin Liu
    ,
    Jiahui Wang
    ,
    Yuhao Dong
    , Guangyi Chen,
    Yongming Rao
    ,
    Ranjay Krishna
    ,
    Jiwen Lu
  19. Encourage or Inhibit Monosemanticity? Revisit Monosemanticity from a Feature Decorrelation Perspective
    EMNLP 2024 ·
    Hanqi Yan
    ,
    Yanzheng Xiang
    , Guangyi Chen,
    Yifei Wang
    ,
    Lin Gui
    ,
    Yulan He
  20. Federated Causal Discovery from Heterogeneous Data
    ICLR 2024 ·
    Loka Li
    ,
    Ignavier Ng
    ,
    Gongxu Luo
    ,
    Biwei Huang
    , Guangyi Chen,
    Tongliang Liu
    ,
    Bin Gu
    ,
    Kun Zhang
  21. LLCP: Learning Latent Causal Processes for Reasoning-based Video Question Answer
    ICLR 2024 · Guangyi Chen,
    Yuke Li
    ,
    Xiao Liu
    ,
    Zijian Li
    ,
    Eman Al Suradi
    ,
    Donglai Wei
    ,
    Kun Zhang
  22. Learning Causal Domain-Invariant Temporal Dynamics for Few-Shot Action Recognition
    ICML 2024 ·
    Yuke Li
    , Guangyi Chen,
    Ben Abramowitz
    ,
    Stefano Anzellotti
    ,
    Donglai Wei
  23. Learning Discrete Concepts in Latent Hierarchical Models
    NeurIPS 2024 ·
    Lingjing Kong
    , Guangyi Chen,
    Biwei Huang
    ,
    Eric P. Xing
    ,
    Yuejie Chi
    ,
    Kun Zhang
  24. MuGSI: Distilling GNNs with Multi-Granularity Structural Information for Graph Classification
    WWW 2024 ·
    Tianjun Yao
    ,
    Jiaqi Sun
    ,
    Defu Cao
    ,
    Kun Zhang
    , Guangyi Chen
  25. Narrative Action Evaluation with Prompt-Guided Multimodal Interaction
    CVPR 2024 ·
    Shiyi Zhang
    ,
    Sule Bai
    , Guangyi Chen,
    Lei Chen
    ,
    Jiwen Lu
    ,
    Junle Wang
    ,
    Yansong Tang
  26. On Causal Discovery in the Presence of Deterministic Relations
    NeurIPS 2024 ·
    Loka Li
    ,
    Haoyue Dai
    ,
    Hanin Al Ghothani
    ,
    Biwei Huang
    ,
    Jiji Zhang
    ,
    Shahar Harel
    ,
    Isaac Bentwich
    , Guangyi Chen,
    Kun Zhang
  27. S3A: Towards Realistic Zero-Shot Classification via Self Structural Semantic Alignment
    AAAI 2024 ·
    Sheng Zhang
    ,
    Muzammal Naseer
    , Guangyi Chen,
    Zhiqiang Shen
    ,
    Salman H. Khan
    ,
    Kun Zhang
    ,
    Fahad Khan
  28. Structural Estimation of Partially Observed Linear Non-Gaussian Acyclic Model: A Practical Approach with Identifiability
    ICLR 2024 ·
    Songyao Jin
    ,
    Feng Xie
    , Guangyi Chen,
    Biwei Huang
    ,
    Zhengming Chen
    ,
    Xinshuai Dong
    ,
    Kun Zhang
  29. Towards Understanding Extrapolation: a Causal Lens
    NeurIPS 2024 ·
    Lingjing Kong
    , Guangyi Chen,
    Petar Stojanov
    ,
    Haoxuan Li
    ,
    Eric P. Xing
    ,
    Kun Zhang