causal inference

TReMu: Towards Neuro-Symbolic Temporal Reasoning for LLM-Agents with Memory in Multi-Session Dialogues ACL 2025 Uncertainty in Causality: A New Frontier ACL 2025 Unmasking Style Sensitivity: A Causal Analysis of Bias Evaluation Instability in Large Language Models ACL 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 What Makes Treatment Effects Identifiable? Characterizations and Estimators Beyond Unconfoundedness (Extended Abstract) COLT 2025 When Open-Vocabulary Visual Question Answering Meets Causal Adapter: Benchmark and Approach AAAI 2025 Your Assumed DAG is Wrong And Here’s How To Deal With It CLeaR 2025 $χ$SPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains UAI 2024 $Ψ$net: Efficient Causal Modeling at Scale PGM 2024 A/B testing under Interference with Partial Network Information AISTATS 2024 A Causal Approach for Counterfactual Reasoning in Narratives ACL 2024 Achievable distributional robustness when the robust risk is only partially identified NeurIPS 2024 A Conflict-Embedded Narrative Generation Using Commonsense Reasoning IJCAI 2024 Adaptive Experimentation When You Can't Experiment NeurIPS 2024 Addressing Both Statistical and Causal Gender Fairness in NLP Models NAACL 2024 Addressing Hidden Confounding with Heterogeneous Observational Datasets for Recommendation NeurIPS 2024 A Divide and Conquer Approach for Solving Structural Causal Models PGM 2024 A General Identification Algorithm For Data Fusion Problems Under Systematic Selection UAI 2024 A Global Markov Property for Solutions of Stochastic Difference Equations and the corresponding Full Time Graphs UAI 2024 AGR: Reinforced Causal Agent-Guided Self-explaining Rationalization ACL 2024 A Kernel Test for Causal Association via Noise Contrastive Backdoor Adjustment JMLR 2024 Aligning as Debiasing: Causality-Aware Alignment via Reinforcement Learning with Interventional Feedback NAACL 2024 Aligning Non-Causal Factors for Transformer-Based Source-Free Domain Adaptation WACV 2024 A Linear Algebraic Framework for Counterfactual Generation ICLR 2024 Alternative Measures of Direct and Indirect Effects PGM 2024