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causal bound

11 papers

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causal inference (10) causal effect (3) instrumental variable (2) treatment effect (2) unobserved confounder (2) multi-armed bandit (2) linear programming (2) bound analysis (2) probability of sufficiency (1) probability of necessity and sufficiency (1)

Papers

Fundamental Limits and Optimal Methods for Sharp Analytical Causal Bounds in Instrumental Variable Models UAI 2026 Probabilities of Causation with Nonbinary Treatment and Effect AAAI 2024 Robustly Improving Bandit Algorithms with Confounded and Selection Biased Offline Data: A Causal Approach AAAI 2024 Approximate Causal Effect Identification under Weak Confounding ICML 2023 Causal Bounds in Quasi-Markovian Graphs ICML 2023 Scalable Computation of Causal Bounds JMLR 2023 Bounds on Causal Effects and Application to High Dimensional Data AAAI 2022 Scalable Computation of Causal Bounds ICML 2022 Bounding Causal Effects on Continuous Outcome AAAI 2021 Learning without Knowing: Unobserved Context in Continuous Transfer Reinforcement Learning L4DC 2021 Causal Bounds and Observable Constraints for Non-deterministic Models JMLR 2012