PPaperPicks

Ruichu Cai

41 papers at tracked venues · 30 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Zhifeng Hao
×15
Zhifeng Hao
×14
Zijian Li
×13
Boyan Xu
×10
Kun Zhang
×9
Yuguang Yan
×9
Jie Qiao
×8
Zhengming Chen
×6
Wei Chen
×5
Weilin Chen
×5
Guangyi Chen
×5
Zeqin Yang
×5

Papers

  1. CAMA: Enhancing Mathematical Reasoning in Large Language Models with Causal Knowledge
    AAAI 2026 ·
    Lei Zan
    ,
    Keli Zhang
    , Ruichu Cai,
    Lujia Pan
  2. CausalAgent: A Conversational Multi-Agent System for End-to-End Causal Inference
    IUI 2026 ·
    Jiawei Zhu
    ,
    Wei Chen
    , Ruichu Cai
  3. Horizontal and Vertical Federated Causal Structure Learning via Higher-order Cumulants
    AAAI 2026 ·
    Wei Chen
    ,
    Wanyang Gu
    ,
    Linjun Peng
    ,
    Ting Yan
    , Ruichu Cai,
    Zhifeng Hao
    ,
    Kun Zhang
  4. SAM-NER: Semantic Archetype Mediation for Zero-Shot Named Entity Recognition
    ACL 2026 · Ruichu Cai,
    Juntao Gan
    ,
    Miao Mai
    ,
    Zhifeng Hao
    ,
    Boyan Xu
  5. SERE: Structural Example Retrieval for Enhancing LLMs in Event Causality Identification
    ACL 2026 ·
    Zhifeng Hao
    ,
    Zhongjie Chen
    ,
    Junhao Lu
    ,
    Shengyin Yu
    ,
    Guimin Hu
    ,
    Keli Zhang
    , Ruichu Cai,
    Boyan Xu
  6. Causal View of Time Series Imputation: Some Identification Results on Missing Mechanism
    IJCAI 2025 · Ruichu Cai,
    Kaitao Zheng
    ,
    Junxian Huang
    ,
    Zijian Li
    ,
    Zhengming Chen
    ,
    Boyan Xu
    ,
    Zhifeng Hao
  7. Causal-aware Large Language Models: Enhancing Decision-Making Through Learning, Adapting and Acting
    IJCAI 2025 ·
    Wei Chen
    ,
    Jiahao Zhang
    ,
    Haipeng Zhu
    ,
    Boyan Xu
    ,
    Zhifeng Hao
    ,
    Keli Zhang
    ,
    Junjian Ye
    , Ruichu Cai
  8. Chat2DB: Chatting to the Database with Interactive Agent Assisted Language Models
    ICDE 2025 ·
    Boyan Xu
    ,
    Yuyuan Cai
    ,
    Shaobin Shi
    ,
    Zhifeng Hao
    , Ruichu Cai
  9. Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting
    AAAI 2025 · Ruichu Cai,
    Haiqin Huang
    ,
    Zhifan Jiang
    ,
    Zijian Li
    ,
    Changze Zhou
    ,
    Yuequn Liu
    ,
    Yuming Liu
    ,
    Zhifeng Hao
  10. EVA-MVC: Equitable View-weight Allocation for Generic Multi-View Clustering
    WWW 2025 ·
    Yuan Fang
    ,
    Xiaofeng Feng
    ,
    Geping Yang
    , Ruichu Cai,
    Yiyang Yang
    ,
    Zhiguo Gong
    ,
    Zhifeng Hao
  11. GenLink: Generation-Driven Schema-Linking via Multi-Model Learning for Text-to-SQL
    EMNLP 2025 ·
    Zhifeng Hao
    ,
    Junqi Huang
    ,
    Shaobin Shi
    , Ruichu Cai,
    Boyan Xu
  12. Handling Missing Entities in Zero-Shot Named Entity Recognition: Integrated Recall and Retrieval Augmentation
    NAACL 2025 · Ruichu Cai,
    Junhao Lu
    ,
    Zhongjie Chen
    ,
    Boyan Xu
    ,
    Zhifeng Hao
  13. Hypergraph Learning for Unsupervised Graph Alignment via Optimal Transport
    AAAI 2025 ·
    Yuguang Yan
    ,
    Canlin Yang
    ,
    Yuanlin Chen
    , Ruichu Cai,
    Michael Ng
  14. Identification of Latent Confounders via Investigating the Tensor Ranks of the Nonlinear Observations
    ICML 2025 ·
    Zhengming Chen
    ,
    Yewei Xia
    ,
    Feng Xie
    ,
    Jie Qiao
    ,
    Zhifeng Hao
    , Ruichu Cai,
    Kun Zhang
  15. 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
  16. Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning
    IJCAI 2025 · Ruichu Cai,
    Junjie Wan
    ,
    Weilin Chen
    ,
    Zeqin Yang
    ,
    Zijian Li
    ,
    Peng Zhen
    ,
    Jiecheng Guo
  17. 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
  18. 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
  19. Reducing Confounding Bias without Data Splitting for Causal Inference via Optimal Transport
    ICML 2025 ·
    Yuguang Yan
    ,
    Zongyu Li
    ,
    Haolin Yang
    ,
    Zeqin Yang
    ,
    Hao Zhou
    , Ruichu Cai,
    Zhifeng Hao
  20. Robust Policy Learning for Multi-UAV Collision Avoidance with Causal Feature Selection
    AAMAS 2025 ·
    Jiafan Zhuang
    ,
    Gaofei Han
    ,
    Zihao Xia
    ,
    Che Lin
    ,
    Boxi Wang
    ,
    Dongliang Wang
    ,
    Wenji Li
    ,
    Zhifeng Hao
    , Ruichu Cai,
    Zhun Fan
  21. 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
  22. 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
  23. Track-SQL: Enhancing Generative Language Models with Dual-Extractive Modules for Schema and Context Tracking in Multi-turn Text-to-SQL
    NAACL 2025 ·
    Bingfeng Chen
    ,
    Shaobin Shi
    ,
    Yongqi Luo
    ,
    Boyan Xu
    , Ruichu Cai,
    Zhifeng Hao
  24. \mathcalS²IT: Stepwise Syntax Integration Tuning for Large Language Models in Aspect Sentiment Quad Prediction
    NAACL 2025 ·
    Bingfeng Chen
    ,
    Chenjie Qiu
    ,
    Yifeng Xie
    ,
    Boyan Xu
    , Ruichu Cai,
    Zhifeng Hao
  25. An Optimal Transport View for Subspace Clustering and Spectral Clustering
    AAAI 2024 ·
    Yuguang Yan
    ,
    Zhihao Xu
    ,
    Canlin Yang
    ,
    Jie Zhang
    , Ruichu Cai,
    Michael Kwok-Po Ng
  26. Automating the Selection of Proxy Variables of Unmeasured Confounders
    ICML 2024 ·
    Feng Xie
    ,
    Zhengming Chen
    ,
    Shanshan Luo
    ,
    Wang Miao
    , Ruichu Cai,
    Zhi Geng
  27. Causal Discovery from Poisson Branching Structural Causal Model Using High-Order Cumulant with Path Analysis
    AAAI 2024 ·
    Jie Qiao
    ,
    Yu Xiang
    ,
    Zhengming Chen
    , Ruichu Cai,
    Zhifeng Hao
  28. Combinatorial Routing for Neural Trees
    IJCAI 2024 ·
    Jiahao Li
    , Ruichu Cai,
    Yuguang Yan
  29. Doubly Robust Causal Effect Estimation under Networked Interference via Targeted Learning
    ICML 2024 ·
    Weilin Chen
    , Ruichu Cai,
    Zeqin Yang
    ,
    Jie Qiao
    ,
    Yuguang Yan
    ,
    Zijian Li
    ,
    Zhifeng Hao
  30. Exploiting Geometry for Treatment Effect Estimation via Optimal Transport
    AAAI 2024 ·
    Yuguang Yan
    ,
    Zeqin Yang
    ,
    Weilin Chen
    , Ruichu Cai,
    Zhifeng Hao
    ,
    Michael Kwok-Po Ng
  31. Feature Attribution with Necessity and Sufficiency via Dual-stage Perturbation Test for Causal Explanation
    ICML 2024 ·
    Xuexin Chen
    , Ruichu Cai,
    Zhengting Huang
    ,
    Yuxuan Zhu
    ,
    Julien Horwood
    ,
    Zhifeng Hao
    ,
    Zijian Li
    ,
    José Miguel Hernández-Lobato
  32. Hypergraph Joint Representation Learning for Hypervertices and Hyperedges via Cross Expansion
    AAAI 2024 ·
    Yuguang Yan
    ,
    Yuanlin Chen
    ,
    Shibo Wang
    ,
    Hanrui Wu
    , Ruichu Cai
  33. Identification of Causal Structure in the Presence of Missing Data with Additive Noise Model
    AAAI 2024 ·
    Jie Qiao
    ,
    Zhengming Chen
    ,
    Jianhua Yu
    , Ruichu Cai,
    Zhifeng Hao
  34. Identification of Causal Structure with Latent Variables Based on Higher Order Cumulants
    AAAI 2024 ·
    Wei Chen
    ,
    Zhiyi Huang
    , Ruichu Cai,
    Zhifeng Hao
    ,
    Kun Zhang
  35. Individual Causal Structure Learning from Population Data
    IJCAI 2024 ·
    Wei Chen
    ,
    Xiaokai Huang
    ,
    Zijian Li
    , Ruichu Cai,
    Zhiyi Huang
    ,
    Zhifeng Hao
  36. Learning Discrete Latent Variable Structures with Tensor Rank Conditions
    NeurIPS 2024 ·
    Zhengming Chen
    , Ruichu Cai,
    Feng Xie
    ,
    Jie Qiao
    ,
    Anpeng Wu
    ,
    Zijian Li
    ,
    Zhifeng Hao
    ,
    Kun Zhang
  37. On the Identifiability of Poisson Branching Structural Causal Model Using Probability Generating Function
    NeurIPS 2024 ·
    Yu Xiang
    ,
    Jie Qiao
    ,
    Zefeng Liang
    ,
    Zihuai Zeng
    , Ruichu Cai,
    Zhifeng Hao
  38. Reducing Balancing Error for Causal Inference via Optimal Transport
    ICML 2024 ·
    Yuguang Yan
    ,
    Hao Zhou
    ,
    Zeqin Yang
    ,
    Weilin Chen
    , Ruichu Cai,
    Zhifeng Hao
  39. S²GSL: Incorporating Segment to Syntactic Enhanced Graph Structure Learning for Aspect-based Sentiment Analysis
    ACL 2024 ·
    Bingfeng Chen
    ,
    Qihan Ouyang
    ,
    Yongqi Luo
    ,
    Boyan Xu
    , Ruichu Cai,
    Zhifeng Hao
  40. TNPAR: Topological Neural Poisson Auto-Regressive Model for Learning Granger Causal Structure from Event Sequences
    AAAI 2024 ·
    Yuequn Liu
    , Ruichu Cai,
    Wei Chen
    ,
    Jie Qiao
    ,
    Yuguang Yan
    ,
    Zijian Li
    ,
    Keli Zhang
    ,
    Zhifeng Hao
  41. Where and How to Attack? A Causality-Inspired Recipe for Generating Counterfactual Adversarial Examples
    AAAI 2024 · Ruichu Cai,
    Yuxuan Zhu
    ,
    Jie Qiao
    ,
    Zefeng Liang
    ,
    Furui Liu
    ,
    Zhifeng Hao