causal effect

A fine-grained look at causal effects in causal spaces CLeaR 2026 Causal Articulation Theory (CAT): Articulating Static and Temporal Causal Models Beyond LLM Rationalizations CLeaR 2026 Cost-Aware Optimized Front-Door Experimental Design CLeaR 2026 Identification and Bounding of Central Moments of Causal Effects Using Marginal Moments Information UAI 2026 Learning control variables and instruments for causal analysis in observational data CLeaR 2026 LLMs Faithfully and Iteratively Compute Answers During CoT: A Systematic Analysis With Multi-step Arithmetics EACL 2026 On the Granularity of Causal Effect Identifiability UAI 2026 A Causal Framework for Evaluating Deferring Systems AISTATS 2025 Active Treatment Effect Estimation via Limited Samples ICML 2025 Benchmarking Debiasing Methods for LLM-based Parameter Estimates EMNLP 2025 Causal Effect Identification in Heterogeneous Environments from Higher-Order Moments UAI 2025 Causal Effect Identification in lvLiNGAM from Higher-Order Cumulants ICML 2025 Complete Characterization for Adjustment in Summary Causal Graphs of Time Series UAI 2025 Compositional Models for Estimating Causal Effects CLeaR 2025 Eliciting Causal Abilities in Large Language Models for Reasoning Tasks AAAI 2025 Enhancing Automated Interpretability with Output-Centric Feature Descriptions ACL 2025 Estimating Network-Mediated Causal Effects via Principal Components Network Regression JMLR 2025 FeDCM: Federated Learning of Deep Causal Generative Models UAI 2025 Generalizing Causal Effects from Randomized Controlled Trials to Target Populations across Diverse Environments ICML 2025 Incremental Causal Effect for Time to Treatment Initialization ICLR 2025 InfoCons: Identifying Interpretable Critical Concepts in Point Clouds via Information Theory ICML 2025 Isolated Causal Effects of Natural Language ICML 2025 Memory or Reasoning? Explore How LLMs Compute Mixed Arithmetic Expressions ACL 2025 Moments of Causal Effects UAI 2025 Option Symbol Matters: Investigating and Mitigating Multiple-Choice Option Symbol Bias of Large Language Models NAACL 2025