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causal inference

1619 papers

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Also known as

ITE IDA SCM CI CATE

Co-occurring keywords

causal discovery (459) structural causal model (182) treatment effect (134) graphical model (863) counterfactual reasoning (224) representation learning (6174) observational datum (109) domain generalization (1517) causal effect (107) causal graph (137)

Papers

A Causal Lens for Evaluating Faithfulness Metrics EMNLP 2025
Probably approximately correct high-dimensional causal effect estimation given a valid adjustment set CLEAR 2025
Causal Inference over Visual-Semantic-Aligned Graph for Image Classification AAAI 2025
Causal-Inspired Multitask Learning for Video-Based Human Pose Estimation AAAI 2025
Treble Counterfactual VLMs: A Causal Approach to Hallucination EMNLP 2025
Reasoning About Actual Causes in Nondeterministic Domains AAAI 2025
Causality-Inspired Disentanglement for Fair Graph Neural Networks IJCAI 2025
Beyond Patterns: Harnessing Causal Logic for Autonomous Driving Trajectory Prediction IJCAI 2025
Cause-Effect Driven Optimization for Robust Medical Visual Question Answering with Language Biases IJCAI 2025
Large Language Models for Causal Discovery: Current Landscape and Future Directions IJCAI 2025
Toward Informed AV Decision-Making: Computational Model of Well-being and Trust in Mobility IJCAI 2025
Subgraph Information Bottleneck with Causal Dependency for Stable Molecular Relational Learning IJCAI 2025
Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning IJCAI 2025
Deconfounding Multi-Cause Latent Confounders: A Factor-Model Approach to Climate Model Bias Correction IJCAI 2025
Interaction-Data-guided Conditional Instrumental Variables for Debiasing Recommender Systems IJCAI 2025
Flow-based Time-aware Causal Structure Learning for Sequential Recommendation IJCAI 2025
Rating AI Models for Robustness Through a Causal Lens IJCAI 2025
Federated Deconfounding and Debiasing Learning for Out-of-Distribution Generalization IJCAI 2025
Enhancing Counterfactual Estimation: A Focus on Temporal Treatments IJCAI 2025
Disconfounding Fake News Video Explanation with Causal Inference IJCAI 2025
Token Activation Map to Visually Explain Multimodal LLMs ICCV 2025
Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias NAACL 2025
Exploring Backward Reasoning in Large Language Models NAACL 2025
Causal-aware Large Language Models: Enhancing Decision-Making Through Learning, Adapting and Acting IJCAI 2025
CausalGraph2LLM: Evaluating LLMs for Causal Queries NAACL 2025