partial identification

Beyond Bounds: Quantifying the Probability of Counterfactual Fairness UAI 2026 Bounding the Causal Impact of ML-assisted Decision-Making via Counterfactual Correctness UAI 2026 Information-Theoretic Causal Bounds under Unmeasured Confounding CLeaR 2026 Testing Partially-Identifiable Causal Queries Using Ternary Tests UAI 2026 Bridging Multiple Worlds: Multi-marginal Optimal Transport for Causal Partial-identification Problem AISTATS 2025 BudgetIV: Optimal Partial Identification of Causal Effects with Mostly Invalid Instruments AISTATS 2025 Learning Representations of Instruments for Partial Identification of Treatment Effects ICML 2025 Learning with Selectively Labeled Data from Multiple Decision-makers ICML 2025 Bounding causal effects with leaky instruments UAI 2024 Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation ICLR 2024 Causal Imitation for Markov Decision Processes: a Partial Identification Approach NeurIPS 2024 Conditional Common Entropy for Instrumental Variable Testing and Partial Identification ICML 2024 Consistency of Neural Causal Partial Identification NeurIPS 2024 Ensembled Prediction Intervals for Causal Outcomes Under Hidden Confounding CLeaR 2024 Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments ICML 2024 Off-policy Evaluation Beyond Overlap: Sharp Partial Identification Under Smoothness ICML 2024 Partial identification of the maximum mean discrepancy with mismeasured data UAI 2024 Partial Identification with Proxy of Latent Confoundings via Sum-of-ratios Fractional Programming UAI 2024 Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner NeurIPS 2024 Tight Partial Identification of Causal Effects with Marginal Distribution of Unmeasured Confounders ICML 2024 Weak Supervision Performance Evaluation via Partial Identification NeurIPS 2024 Zero Inflation as a Missing Data Problem: a Proxy-based Approach UAI 2024 Counterfactual Evaluation of Peer-Review Assignment Policies NeurIPS 2023 Partial identification of dose responses with hidden confounders UAI 2023 Sharp Bounds for Generalized Causal Sensitivity Analysis NeurIPS 2023