On the Identification of Temporally Causal Representation with
Instantaneous Dependence

On the Identification of Temporally Causal Representation with Instantaneous Dependence

24 May 2024

Zijian Li

Xiangchen Song

Papers citing "On the Identification of Temporally Causal Representation with Instantaneous Dependence"

11 / 11 papers shown

Title
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 48 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 40 0 0 21 Jan 2025
A Sparsity Principle for Partially Observable Causal Representation Learning Danru Xu Dingling Yao Sébastien Lachapelle Perouz Taslakian Julius von Kügelgen Francesco Locatello Sara Magliacane CML 27 13 0 13 Mar 2024
Counterfactual Generation with Identifiability Guarantees Hanqi Yan Lingjing Kong Lin Gui Yuejie Chi Eric P. Xing Yulan He Kun Zhang CML OOD 34 7 0 23 Feb 2024
Learning Interpretable Concepts: Unifying Causal Representation Learning and Foundation Models Goutham Rajendran Simon Buchholz Bryon Aragam Bernhard Schölkopf Pradeep Ravikumar AI4CE 83 19 0 14 Feb 2024
Causal Representation Learning from Multiple Distributions: A General Setting Kun Zhang Shaoan Xie Ignavier Ng Yujia Zheng CML OOD 18 18 0 07 Feb 2024
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects Kexin Zhang Qingsong Wen Chaoli Zhang Rongyao Cai Ming Jin ... James Y. Zhang Y. Liang Guansong Pang Dongjin Song Shirui Pan AI4TS 109 97 0 16 Jun 2023
Beware of Instantaneous Dependence in Reinforcement Learning Zhengmao Zhu Yu-Ren Liu Hong Tian Yang Yu Kun Zhang OffRL 18 1 0 09 Mar 2023
Latent Hierarchical Causal Structure Discovery with Rank Constraints Biwei Huang C. Low Feng Xie Clark Glymour Kun Zhang CML 49 40 0 01 Oct 2022
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 167 3,799 0 14 Dec 2020