treatment effect

Synthetic Design: An Optimization Approach to Experimental Design with Synthetic Controls NeurIPS 2021 Treatment Effect Estimation with Disentangled Latent Factors AAAI 2021 VCNet and Functional Targeted Regularization For Learning Causal Effects of Continuous Treatments ICLR 2021 A/B Testing in Dense Large-Scale Networks: Design and Inference NeurIPS 2020 Adaptive Hyper-box Matching for Interpretable Individualized Treatment Effect Estimation UAI 2020 Causal Inference using Gaussian Processes with Structured Latent Confounders ICML 2020 Estimation of Bounds on Potential Outcomes For Decision Making ICML 2020 General Control Functions for Causal Effect Estimation from IVs NeurIPS 2020 Identification and Estimation of Causal Effects Defined by Shift Interventions UAI 2020 Identifying Spurious Correlations for Robust Text Classification EMNLP 2020 Learning Counterfactual Representations for Estimating Individual Dose-Response Curves AAAI 2020 Learning Disentangled Representations for CounterFactual Regression ICLR 2020 Learning Overlapping Representations for the Estimation of Individualized Treatment Effects AISTATS 2020 OrganITE: Optimal transplant donor organ offering using an individual treatment effect NeurIPS 2020 Representation Learning for Integrating Multi-domain Outcomes to Optimize Individualized Treatment NeurIPS 2020 Allocating Interventions Based on Predicted Outcomes: A Case Study on Homelessness Services AAAI 2019 Counterfactual Randomization: Rescuing Experimental Studies from Obscured Confounding AAAI 2019 Predicting Phase 3 Clinical Trial Results by Modeling Phase 2 Clinical Trial Subject Level Data Using Deep Learning MLHC 2019 The Medical Deconfounder: Assessing Treatment Effects with Electronic Health Records MLHC 2019 Unit Selection Based on Counterfactual Logic IJCAI 2019 Validating Causal Inference Models via Influence Functions ICML 2019 When Do Words Matter? Understanding the Impact of Lexical Choice on Audience Perception Using Individual Treatment Effect Estimation AAAI 2019 Optimization over Continuous and Multi-dimensional Decisions with Observational Data NeurIPS 2018 Orthogonal Machine Learning: Power and Limitations ICML 2018 Representation Learning for Treatment Effect Estimation from Observational Data NeurIPS 2018