Causal Inference

On Conformal Isometry of Grid Cells: Learning Distance-Preserving Position Embedding ICLR 2025 On Distributional Discrepancy for Experimental Design with General Assignment Probabilities AISTATS 2025 On LLM-Based Scientific Inductive Reasoning Beyond Equations EMNLP 2025 On Measuring Intrinsic Causal Attributions in Deep Neural Networks CLeaR 2025 On the Identifiability of Causal Abstractions AISTATS 2025 On the Identification of Temporal Causal Representation with Instantaneous Dependence ICLR 2025 On the Reliability of Large Language Models for Causal Discovery ACL 2025 On the Representation of Pairwise Causal Background Knowledge and Its Applications in Causal Inference JMLR 2025 On the Same Wavelength? Evaluating Pragmatic Reasoning in Language Models across Broad Concepts EMNLP 2025 On the Transferability of Causal Knowledge for Language Models NAACL 2025 OpenRCA: Can Large Language Models Locate the Root Cause of Software Failures? ICLR 2025 Optimal Experiment Design for Causal Effect Identification JMLR 2025 Optimality and Adaptivity of Deep Neural Features for Instrumental Variable Regression ICLR 2025 Optimal Policy Adaptation Under Covariate Shift IJCAI 2025 Optimal Transport for Brain-Image Alignment: Unveiling Redundancy and Synergy in Neural Information Processing ICCV 2025 Optimal Transport on Categorical Data for Conterfactuals Using Compositional Data and Dirichlet Transport IJCAI 2025 Optimizing Multi-Scale Representations to Detect Effect Heterogeneity Using Earth Observation and Computer Vision: Applications to Two Anti-Poverty RCTs CLeaR 2025 Orthogonal Causal Calibration (Extended Abstract) COLT 2025 Out-of-Distribution Generalization on Graphs via Progressive Inference AAAI 2025 Out-of-distribution robustness for multivariate analysis via causal regularisation AISTATS 2025 Partial Label Causal Representation Learning for Instance-Dependent Supervision and Domain Generalization AAAI 2025 Partially Matching Submap Helps: Uncertainty Modeling and Propagation for Text to Point Cloud Localization ICCV 2025 PCM Selector: Penalized Covariate-Mediator Selection Operator for Evaluating Linear Causal Effects AAAI 2025 Permutation-based Rank Test in the Presence of Discretization and Application in Causal Discovery with Mixed Data ICML 2025 Permutation-Free High-Order Interaction Tests ICML 2025