causal inference

Large Language Models and Causal Inference in Collaboration: A Comprehensive Survey NAACL 2025 Large Language Models for Causal Discovery: Current Landscape and Future Directions IJCAI 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 Causally Disentangled Representations for Fair Personality Detection IJCAI 2025 Learning Causal Transition Matrix for Instance-dependent Label Noise AAAI 2025 Learning Counterfactually Decoupled Attention for Open-World Model Attribution ICCV 2025 Learning Structural Causal Models from Ordering: Identifiable Flow Models AAAI 2025 LLM-enhanced Score Function Evolution for Causal Structure Learning IJCAI 2025 LLMScan: Causal Scan for LLM Misbehavior Detection ICML 2025 Locally Private Causal Inference for Randomized Experiments JMLR 2025 Logarithmic Neyman Regret for Adaptive Estimation of the Average Treatment Effect AISTATS 2025 Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning IJCAI 2025 Mediation Analysis for Probabilities of Causation AAAI 2025 Mind Control through Causal Inference: Predicting Clean Images from Poisoned Data ICLR 2025 Mitigating Language Confusion through Inference-time Intervention COLING 2025 Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality ICLR 2025 Mitigating Spurious Correlations via Counterfactual Contrastive Learning EMNLP 2025 Model-agnostic meta-learners for estimating heterogeneous treatment effects over time ICLR 2025 Modeling Unseen Environments with Language-guided Composable Causal Components in Reinforcement Learning ICLR 2025 Moments of Causal Effects UAI 2025 Multimodal Causal Reasoning Benchmark: Challenging Multimodal Large Language Models to Discern Causal Links Across Modalities ACL 2025 Neural Causal Graph for Interpretable and Intervenable Classification ICLR 2025 New User Event Prediction Through the Lens of Causal Inference AISTATS 2025 On the Representation of Pairwise Causal Background Knowledge and Its Applications in Causal Inference JMLR 2025