causal representation learning

A Causal Marriage between VLM and IRM from Understanding to Reasoning CVPR 2026 COGS: A Causal Representation Learning Framework for Out-of-Distribution Generalization in Time Series AAAI 2026 Disentangling Dynamical Systems: Causal Representation Learning Meets Local Sparse Attention CLeaR 2026 Identifying Weight-Variant Latent Causal Models JMLR 2026 Learning a Spatial Partitioning and its Causal Relations from Temporal Data CLeaR 2026 On Causal Representation Learning with Internal Auxiliaries UAI 2026 The Proxy Presumption: From Semantic Embeddings to Valid Social Measures ACL 2026 Toward Causal Foundation World Models: From Representation to Decision-Making AAAI 2026 Causality-Inspired Disentanglement for Fair Graph Neural Networks IJCAI 2025 Causal Representation Learning from General Environments under Nonparametric Mixing AISTATS 2025 Causal Representation Learning from Multimodal Biomedical Observations ICLR 2025 Causal Representation Learning from Multimodal Clinical Records under Non-Random Modality Missingness EMNLP 2025 Conditional Causal Representation Learning for Heterogeneous Single-cell RNA Data Integration and Prediction IJCAI 2025 Interpretable Causal Representation Learning for Biological Data in the Pathway Space ICLR 2025 Language Agents Meet Causality -- Bridging LLMs and Causal World Models ICLR 2025 Learning Causal Response Representations through Direct Effect Analysis UAI 2025 Nonparametric Factor Analysis and Beyond AISTATS 2025 On the Identifiability of Causal Abstractions AISTATS 2025 Partial Label Causal Representation Learning for Instance-Dependent Supervision and Domain Generalization AAAI 2025 Sanity Checking Causal Representation Learning on a Simple Real-World System ICML 2025 Score-based Causal Representation Learning: Linear and General Transformations JMLR 2025 Toward Causal Generative Modeling: From Representation to Generation AAAI 2025 Towards Generalizable Reinforcement Learning via Causality-Guided Self-Adaptive Representations ICLR 2025 Unifying Causal Representation Learning with the Invariance Principle ICLR 2025 Visual Representation Learning through Causal Intervention for Controllable Image Editing CVPR 2025