Causal Inference

LLCP: Learning Latent Causal Processes for Reasoning-based Video Question Answer ICLR 2024 LLMs Are Prone to Fallacies in Causal Inference EMNLP 2024 Local Causal Discovery with Linear non-Gaussian Cyclic Models AISTATS 2024 Local Causal Structure Learning in the Presence of Latent Variables ICML 2024 Local Discovery by Partitioning: Polynomial-Time Causal Discovery Around Exposure-Outcome Pairs UAI 2024 Localised Natural Causal Learning Algorithms for Weak Consistency Conditions UAI 2024 Localized Debiased Machine Learning: Efficient Inference on Quantile Treatment Effects and Beyond JMLR 2024 Localizing and Editing Knowledge In Text-to-Image Generative Models ICLR 2024 Longitudinal Targeted Minimum Loss-based Estimation with Temporal-Difference Heterogeneous Transformer ICML 2024 MAGIC: Multi-Argument Generation with Self-Refinement for Domain Generalization in Automatic Fact-Checking COLING 2024 Making Natural Language Reasoning Explainable and Faithful AAAI 2024 Mapping Long-term Causalities in Psychiatric Symptomatology and Life Events from Social Media NAACL 2024 Markov Equivalence and Consistency in Differentiable Structure Learning NeurIPS 2024 MARPLE: A Benchmark for Long-Horizon Inference NeurIPS 2024 Marrying Causal Representation Learning with Dynamical Systems for Science NeurIPS 2024 MCIL: Multimodal Counterfactual Instance Learning for Low-resource Entity-based Multimodal Information Extraction COLING 2024 Meaningful Causal Aggregation and Paradoxical Confounding CLeaR 2024 Meaningful Learning: Enhancing Abstract Reasoning in Large Language Models via Generic Fact Guidance NeurIPS 2024 Measuring and Improving Attentiveness to Partial Inputs with Counterfactuals EMNLP 2024 MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning NeurIPS 2024 MedAdapter: Efficient Test-Time Adaptation of Large Language Models Towards Medical Reasoning EMNLP 2024 MedLogic-AQA: Enhancing Medicare Question Answering with Abstractive Models Focusing on Logical Structures EMNLP 2024 Membership Testing in Markov Equivalence Classes via Independence Queries AISTATS 2024 MEQA: A Benchmark for Multi-hop Event-centric Question Answering with Explanations NeurIPS 2024 Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments ICML 2024