structural causal model

ARCHITECT: Uncertainty-Aware Dynamic Tool Learning via Causal Intervention for Open-World Agents ACL 2026 A Stronger Calculus of Intervention for Max-Linear Bayesian Networks UAI 2026 Beware of Hinges in Proximal Variables Regression: Adjusting for Colliding-Mediators with Nuisance PV CLeaR 2026 Beyond Bounds: Quantifying the Probability of Counterfactual Fairness UAI 2026 Bridging Internal Consistency and External Alignment: A Causal and Dynamic Interpretability Framework for LLM Generation ACL 2026 Canonical Domain Reduction for Partial Counterfactual Identification UAI 2026 Causal Articulation Theory (CAT): Articulating Static and Temporal Causal Models Beyond LLM Rationalizations CLeaR 2026 Causal Explanations for Sequential Decision Making (Abstract Reprint) AAAI 2026 Causal-HalBench: Uncovering LVLMs Object Hallucinations Through Causal Intervention AAAI 2026 Causal Reasoning with Bipartite Graphical Causal Models UAI 2026 CIGPose: Causal Intervention Graph Neural Network for Whole-Body Pose Estimation CVPR 2026 Counterfactual Planning for Generalizable Agents’ Actions AAAI 2026 Debiasing Large Language Models via Adaptive Causal Prompting with Sketch-of-Thought EACL 2026 Differentiable Causal Search CLeaR 2026 Evaluation of "Probabilities of Causation" in Case-Control Studies: Identification and Estimation UAI 2026 Group Causal Policy Optimization for Post-Training Large Language Models AAAI 2026 Hierarchical Causal Models JMLR 2026 Learning Subgroups with Maximum Treatment Effects Without Causal Heuristics AAAI 2026 Partially Observed Structural Causal Models UAI 2026 TMAE:Learning Targeted Multi-Agent Exploration via Causal Inference AAAI 2026 A Practical Approach to Causal Inference over Time AAAI 2025 Causal Abstraction Learning based on the Semantic Embedding Principle ICML 2025 Causal-aware Large Language Models: Enhancing Decision-Making Through Learning, Adapting and Acting IJCAI 2025 Causal Discovery-Driven Change Point Detection in Time Series AISTATS 2025 Causal discovery in mixed additive noise models AISTATS 2025