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Causal Inference

3310 directly classified papers

Papers per year

Papers

Cross-modal Causal Relation Alignment for Video Question Grounding CVPR 2025
Following Occam’s Razor: Dynamic Combination of Structured Knowledge for Multi-Hop Question Answering using LLMs EMNLP 2025
Towards Precise Embodied Dialogue Localization via Causality Guided Diffusion CVPR 2025
InteGround: On the Evaluation of Verification and Retrieval Planning in Integrative Grounding EMNLP 2025
Language-Informed Synthesis of Rational Agent Models for Grounded Theory-of-Mind Reasoning On-the-fly EMNLP 2025
CausalMACE: Causality Empowered Multi-Agents in Minecraft Cooperative Tasks EMNLP 2025
ERCI: An Explainable Experience Replay Approach with Causal Inference for Deep Reinforcement Learning AAAI 2025
FinHEAR: Human Expertise and Adaptive Risk-Aware Temporal Reasoning for Financial Decision-Making EMNLP 2025
Com2 : A Causal-Guided Benchmark for Exploring Complex Commonsense Reasoning in Large Language Models ACL 2025
SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation EMNLP 2025
Interesting Culture: Social Relation Recognition from Videos via Culture De-confounding EMNLP 2025
Identification of Multiple Logical Interpretations in Counter-Arguments EMNLP 2025
The Partially Observable Off-Switch Game AAAI 2025
Are LLMs Rigorous Logical Reasoners? Empowering Natural Language Proof Generation by Stepwise Decoding with Contrastive Learning IJCNLP 2025
Multimodal Causal Reasoning Benchmark: Challenging Multimodal Large Language Models to Discern Causal Links Across Modalities ACL 2025
InductionBench: LLMs Fail in the Simplest Complexity Class ACL 2025
ExpliCa: Evaluating Explicit Causal Reasoning in Large Language Models ACL 2025
Unmasking Style Sensitivity: A Causal Analysis of Bias Evaluation Instability in Large Language Models ACL 2025
Distributionally Robust Policy Evaluation and Learning for Continuous Treatment with Observational Data AAAI 2025
Benchmarking Bangla Causality: A Dataset of Implicit and Explicit Causal Sentences and Cause-Effect Relations IJCNLP 2025
A Practical Approach to Causal Inference over Time AAAI 2025
VCSearch: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning EMNLP 2025
Copula-based Sensitivity Analysis for Multi-Treatment Causal Inference with Unobserved Confounding JMLR 2025
DAGs as Minimal I-maps for the Induced Models of Causal Bayesian Networks under Conditioning JMLR 2025
ToMATO: Verbalizing the Mental States of Role-Playing LLMs for Benchmarking Theory of Mind AAAI 2025