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Causal Inference

3,333 papers

Papers per year

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Papers

General Identifiability and Achievability for Causal Representation Learning AISTATS 2024
Contextual Directed Acyclic Graphs AISTATS 2024
Estimating treatment effects from single-arm trials via latent-variable modeling AISTATS 2024
Unveiling Latent Causal Rules: A Temporal Point Process Approach for Abnormal Event Explanation AISTATS 2024
Faithful graphical representations of local independence AISTATS 2024
Reward-Relevance-Filtered Linear Offline Reinforcement Learning AISTATS 2024
Causally Inspired Regularization Enables Domain General Representations AISTATS 2024
Learning Unknown Intervention Targets in Structural Causal Models from Heterogeneous Data AISTATS 2024
Interpretable Causal Inference for Analyzing Wearable, Sensor, and Distributional Data AISTATS 2024
Dynamic Inter-treatment Information Sharing for Individualized Treatment Effects Estimation AISTATS 2024
Identification and Estimation of “Causes of Effects” using Covariate-Mediator Information AISTATS 2024
Differentially Private Conditional Independence Testing AISTATS 2024
Learning to Rank for Optimal Treatment Allocation Under Resource Constraints AISTATS 2024
On the Misspecification of Linear Assumptions in Synthetic Controls AISTATS 2024
Membership Testing in Markov Equivalence Classes via Independence Queries AISTATS 2024
Proxy Methods for Domain Adaptation AISTATS 2024
Self-Compatibility: Evaluating Causal Discovery without Ground Truth AISTATS 2024
Benchmarking Observational Studies with Experimental Data under Right-Censoring AISTATS 2024
Auditing Fairness under Unobserved Confounding AISTATS 2024
Causal Q-Aggregation for CATE Model Selection AISTATS 2024
Policy Learning for Localized Interventions from Observational Data AISTATS 2024
Causal Bandits with General Causal Models and Interventions AISTATS 2024
Warped Diffusion for Latent Differentiation Inference AISTATS 2024
Identifying Confounding from Causal Mechanism Shifts AISTATS 2024
Learning bounded-degree polytrees with known skeleton ALT 2024