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Causal Inference

3310 directly classified papers

Papers per year

Papers

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

Enhancing Counterfactual Estimation: A Focus on Temporal Treatments IJCAI 2025

Efficient Constraint-based Window Causal Graph Discovery in Time Series with Multiple Time Lags IJCAI 2025

Rating AI Models for Robustness Through a Causal Lens IJCAI 2025

OmniDrive: A Holistic Vision-Language Dataset for Autonomous Driving with Counterfactual Reasoning CVPR 2025

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

Deconfounding Multi-Cause Latent Confounders: A Factor-Model Approach to Climate Model Bias Correction IJCAI 2025

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

Counterfactual Debiasing for Physical Audiovisual Commonsense Reasoning AAAI 2025

Reasoning About Causal Knowledge in Nondeterministic Domains IJCAI 2025

Unravelling Causal Genetic Biomarkers of Alzheimer’s Disease via Neuron to Gene-token Backtracking in Neural Architecture: A Groundbreaking Reverse-Gene-Finder Approach AAAI 2025

FinHEAR: Human Expertise and Adaptive Risk-Aware Temporal Reasoning for Financial Decision-Making EMNLP 2025

Multilingual Analysis of Narrative Properties in Conspiracist vs Mainstream Telegram Channels ACL 2025

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

Human-AI Coevolution (Abstract Reprint) IJCAI 2025

Optimal Transport on Categorical Data for Conterfactuals Using Compositional Data and Dirichlet Transport IJCAI 2025

Causal Composition Diffusion Model for Closed-loop Traffic Generation CVPR 2025

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

DeFine: Decision-Making with Analogical Reasoning over Factor Profiles ACL 2025

Examining and Adapting Time for Multilingual Classification via Mixture of Temporal Experts NAACL 2025

On the Transferability of Causal Knowledge for Language Models NAACL 2025

Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation ACL 2025

Hate Speech in Times of Crises: a Cross-Disciplinary Analysis of Online Xenophobia in Greece ACL 2025

Reasoning or Memorization? Investigating LLMs’ Capability in Restoring Chinese Internet Homophones ACL 2025

Disentangling Biased Representations: A Causal Intervention Framework for Fairer NLP Models ACL 2025