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Causal Inference

3310 directly classified papers

Papers per year

Papers

Zero-Shot Belief: A Hard Problem for LLMs EMNLP 2025

Flow-based Time-aware Causal Structure Learning for Sequential Recommendation IJCAI 2025

Traffic Scenario Logic: A Spatial-Temporal Logic for Modeling and Reasoning of Urban Traffic Scenarios AAAI 2025

From Observation to Understanding: Front-Door Adjustments with Uncertainty Calibration for Enhancing Egocentric Reasoning in LVLMs ACL 2025

CausalVLBench: Benchmarking Visual Causal Reasoning in Large Vision-Language Models EMNLP 2025

Disconfounding Fake News Video Explanation with Causal Inference IJCAI 2025

NovPhy: A Physical Reasoning Benchmark for Open-World AI Systems Author Links Open Overlay Panel (Abstract Reprint) IJCAI 2025

Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning AAAI 2025

Stories that (are) Move(d by) Markets: A Causal Exploration of Market Shocks and Semantic Shifts across Different Partisan Groups ACL 2025

CAIR: Counterfactual-based Agent Influence Ranker for Agentic AI Workflows EMNLP 2025

VCSearch: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning EMNLP 2025

Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration EMNLP 2025

Label Distribution Learning with Biased Annotations Assisted by Multi-Label Learning IJCAI 2025

Do Large Language Models excel in Complex Logical Reasoning with Formal Language? EMNLP 2025

Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving EMNLP 2025

Rating AI Models for Robustness Through a Causal Lens IJCAI 2025

Enhancing Counterfactual Estimation: A Focus on Temporal Treatments IJCAI 2025

Cracking Factual Knowledge: A Comprehensive Analysis of Degenerate Knowledge Neurons in Large Language Models ACL 2025

Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias NAACL 2025

Reasoning About Causal Knowledge in Nondeterministic Domains IJCAI 2025

Optimal Policy Adaptation Under Covariate Shift IJCAI 2025

REACT: Representation Extraction And Controllable Tuning to Overcome Overfitting in LLM Knowledge Editing EMNLP 2025

Boosting Visual Knowledge-Intensive Training for LVLMs Through Causality-Driven Visual Object Completion IJCAI 2025

Federated Deconfounding and Debiasing Learning for Out-of-Distribution Generalization IJCAI 2025

Interaction-Data-guided Conditional Instrumental Variables for Debiasing Recommender Systems IJCAI 2025