Causal Inference

Learnable Retrieval Enhanced Visual-Text Alignment and Fusion for Radiology Report Generation ICCV 2025 Learn from Failure: Causality-guided Contrastive Learning for Generalizable Implicit Hate Speech Detection COLING 2025 Learning Causal Alignment for Reliable Disease Diagnosis ICLR 2025 Learning causal graphs via nonlinear sufficient dimension reduction JMLR 2025 Learning Causal Response Representations through Direct Effect Analysis UAI 2025 Learning Causal Transition Matrix for Instance-dependent Label Noise AAAI 2025 Learning Counterfactually Decoupled Attention for Open-World Model Attribution ICCV 2025 Learning Gaussian DAG Models without Condition Number Bounds ICML 2025 Learning Identifiable Structures Helps Avoid Bias in DNN-based Supervised Causal Learning AISTATS 2025 Learning Joint Interventional Effects from Single-Variable Interventions in Additive Models ICML 2025 Learning Likelihood-Free Reference Priors ICML 2025 Learning Local Neighborhoods of Non-Gaussian Graphical Models AAAI 2025 Learning Structural Causal Models from Ordering: Identifiable Flow Models AAAI 2025 Learning the Distribution Map in Reverse Causal Performative Prediction AISTATS 2025 Legal Mathematical Reasoning with LLMs: Procedural Alignment through Two-Stage Reinforcement Learning EMNLP 2025 Linear SCM Identification in the Presence of Confounders and Gaussian Noise ICLR 2025 LLM-based Typed Hyperresolution for Commonsense Reasoning with Knowledge Bases ICLR 2025 LLM-DR: A Novel LLM-Aided Diffusion Model for Rule Generation on Temporal Knowledge Graphs AAAI 2025 LLM-enhanced Score Function Evolution for Causal Structure Learning IJCAI 2025 LLM Enhancers for GNNs: An Analysis from the Perspective of Causal Mechanism Identification ICML 2025 LLMs as World Models: Data-Driven and Human-Centered Pre-Event Simulation for Disaster Impact Assessment EMNLP 2025 Local Causal Discovery for Structural Evidence of Direct Discrimination AAAI 2025 Local Causal Discovery Without Causal Sufficiency AAAI 2025 Local Identifying Causal Relations in the Presence of Latent Variables ICML 2025 Local Interference: Removing Interference Bias in Semi-Parametric Causal Models CLeaR 2025