causal effect estimation

Estimating Bounds on Causal Effects Considering Unmeasured Common Causes PGM 2024 Learning Causal Markov Boundaries with Mixed Observational and Experimental Data PGM 2024 Linear-Time Algorithms for Front-Door Adjustment in Causal Graphs AAAI 2024 NESTER: An Adaptive Neurosymbolic Method for Causal Effect Estimation AAAI 2024 On the Misspecification of Linear Assumptions in Synthetic Controls AISTATS 2024 Partial Identification with Proxy of Latent Confoundings via Sum-of-ratios Fractional Programming UAI 2024 Who’s Gaming the System? A Causally-Motivated Approach for Detecting Strategic Adaptation NeurIPS 2024 A Cross-Moment Approach for Causal Effect Estimation NeurIPS 2023 Approximate Causal Effect Identification under Weak Confounding ICML 2023 Causal effect estimation from observational and interventional data through matrix weighted linear estimators UAI 2023 Do we become wiser with time? On causal equivalence with tiered background knowledge UAI 2023 Estimating Causal Effects Identifiable from a Combination of Observations and Experiments NeurIPS 2023 Estimating Causal Effects using a Multi-task Deep Ensemble ICML 2023 Learning Nonlinear Causal Effect via Kernel Anchor Regression UAI 2023 Learning Treatment Effects from Observational and Experimental Data AISTATS 2023 Text-Transport: Toward Learning Causal Effects of Natural Language EMNLP 2023 Uncovering the Varied Impact of Behavioral Change Messages on Population Groups MLHC 2023 Ancestral Instrument Method for Causal Inference without Complete Knowledge IJCAI 2022 Causal Aggregation: Estimation and Inference of Causal Effects by Constraint-Based Data Fusion JMLR 2022 CausalNLP Tutorial: An Introduction to Causality for Natural Language Processing EMNLP 2022 Deep Multi-Modal Structural Equations For Causal Effect Estimation With Unstructured Proxies NeurIPS 2022 Differentially Private Estimation of Heterogeneous Causal Effects CLeaR 2022 Falsification before Extrapolation in Causal Effect Estimation NeurIPS 2022 Finding and Listing Front-door Adjustment Sets NeurIPS 2022 Identifiable Energy-based Representations: An Application to Estimating Heterogeneous Causal Effects AISTATS 2022