Causal Representation Learning from Multiple Distributions: A General
Setting

Causal Representation Learning from Multiple Distributions: A General Setting

7 February 2024

Papers citing "Causal Representation Learning from Multiple Distributions: A General Setting"

13 / 13 papers shown

Title
Causal View of Time Series Imputation: Some Identification Results on Missing Mechanism Ruichu Cai Kaitao Zheng Junxian Huang Zijian Li Zhengming Chen Boyan Xu Zhifeng Hao AI4TS CML 26 0 0 12 May 2025
Negate or Embrace: On How Misalignment Shapes Multimodal Representation Learning Yichao Cai Yuhang Liu Erdun Gao T. Jiang Zhen Zhang Anton van den Hengel J. Shi 55 0 0 14 Apr 2025
Time Series Domain Adaptation via Latent Invariant Causal Mechanism Ruichu Cai Junxian Huang Zhenhui Yang Zijian Li Emadeldeen Eldele Min Wu Fuchun Sun OOD CML BDL AI4TS 49 0 0 23 Feb 2025
Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting Ruichu Cai Haiqin Huang Zhifang Jiang Zijian Li Changze Zhou Yuequn Liu Yuming Liu Z. Hao AI4TS CML 50 1 0 18 Feb 2025
Identification of Nonparametric Dynamic Causal Structure and Latent Process in Climate System Minghao Fu Biwei Huang Zijian Li Yujia Zheng Ignavier Ng Yingyao Hu Kun Zhang CML 47 0 0 21 Jan 2025
Fast Causal Discovery by Approximate Kernel-based Generalized Score Functions with Linear Computational Complexity Yixin Ren H. M. Zhang Yewei Xia Hao Zhang Jihong Guan Shuigeng Zhou 31 0 0 23 Dec 2024
Causal Temporal Representation Learning with Nonstationary Sparse Transition Xiangchen Song Zijian Li Guangyi Chen Yujia Zheng Yewen Fan Xinshuai Dong Kun Zhang CML 23 2 0 05 Sep 2024
Continual Learning of Nonlinear Independent Representations Boyang Sun Ignavier Ng Guangyi Chen Yifan Shen Qirong Ho Kun Zhang OOD CML 39 0 0 11 Aug 2024
Linear Causal Representation Learning from Unknown Multi-node Interventions Burak Varıcı Emre Acartürk Karthikeyan Shanmugam A. Tajer CML 29 1 0 09 Jun 2024
From Orthogonality to Dependency: Learning Disentangled Representation for Multi-Modal Time-Series Sensing Signals Ruichu Cai Zhifan Jiang Zijian Li Weilin Chen Xuexin Chen Zhifeng Hao Yifan Shen Guan-Hong Chen Kun Zhang 34 1 0 25 May 2024
On the Identification of Temporally Causal Representation with Instantaneous Dependence Zijian Li Yifan Shen Kaitao Zheng Ruichu Cai Xiangchen Song Mingming Gong Zhengmao Zhu Guan-Hong Chen Kun Zhang CML 29 5 0 24 May 2024
Causal-learn: Causal Discovery in Python Yujia Zheng Biwei Huang Wei Chen Joseph Ramsey Mingming Gong Ruichu Cai Shohei Shimizu Peter Spirtes Kun Zhang CML 24 64 0 31 Jul 2023
Latent Hierarchical Causal Structure Discovery with Rank Constraints Biwei Huang C. Low Feng Xie Clark Glymour Kun Zhang CML 68 40 0 01 Oct 2022