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Papers
Improving RCT-Based Treatment Effect Estimation Under Covariate Mismatch via Calibrated Alignment
UAI 2026
Measuring Model Performance in the Presence of an Intervention
AAAI 2026
Comparing Targeting Strategies for Maximizing Social Welfare with Limited Resources
ICLR 2025
Conditional Average Treatment Effect Estimation Under Hidden Confounders
UAI 2025
Data-driven Design of Randomized Control Trials with Guaranteed Treatment Effects
ICML 2025
Experimentation under Treatment Dependent Network Interference
UAI 2025
Federated Causal Inference: Multi-Study ATE Estimation beyond Meta-Analysis
AISTATS 2025
Generalizing Causal Effects from Randomized Controlled Trials to Target Populations across Diverse Environments
ICML 2025
GPT-4 as a Homework Tutor Can Improve Student Engagement and Learning Outcomes
ACL 2025
Just Trial Once: Ongoing Causal Validation of Machine Learning Models
UAI 2025
On Distributional Discrepancy for Experimental Design with General Assignment Probabilities
AISTATS 2025
Automatically Extracting Numerical Results from Randomized Controlled Trials with Large Language Models
MLHC 2024
Benchmarking Observational Studies with Experimental Data under Right-Censoring
AISTATS 2024
Conformal Prediction Sets Improve Human Decision Making
ICML 2024
Electronic Medical Records Assisted Digital Clinical Trial Design
AISTATS 2024
FactPICO: Factuality Evaluation for Plain Language Summarization of Medical Evidence
ACL 2024
Learning Causal Markov Boundaries with Mixed Observational and Experimental Data
PGM 2024
Leveraging Large Language Models for Learning Complex Legal Concepts through Storytelling
ACL 2024
Prediction-powered Generalization of Causal Inferences
ICML 2024
Smoke and Mirrors in Causal Downstream Tasks
NeurIPS 2024
Falsification of Internal and External Validity in Observational Studies via Conditional Moment Restrictions
AISTATS 2023
Generalizing Clinical Trials with Convex Hulls
CLeaR 2023
Improved Policy Evaluation for Randomized Trials of Algorithmic Resource Allocation
ICML 2023
Jointly Extracting Interventions, Outcomes, and Findings from RCT Reports with LLMs
MLHC 2023
Task-specific experimental design for treatment effect estimation
ICML 2023