Tuesday May 24, 2022
Session 1 - 9:15am-10:25am: Post-treatment complications in randomized trials
Session 1 - 9:15am-10:25am: Post-treatment complications in randomized trials
Title | Author |
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Using a Surrogate with Heterogeneous Utility to Test for a Treatment Effect | Parast, Layla*; Cai, Tianxi; Tian, Lu |
Evaluating causal effects on time-to-event outcomes in clinical trials in the presence of treatment discontinuation due to adverse events | Ballerini, Veronica*; Bornkamp, Björn; Mattei, Alessandra; Mealli, Fabrizia F; Wang, Craig; Zhang, Yufen |
Improving the precision of instrumental variable estimators with post-stratification | Pashley, Nicole E.*; Miratrix, Luke; Keele, Luke J |
Session 2 - 10:50am-12:00pm: Heterogeneous treatment effects
Title | Author |
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Posterior summarization in Bayesian causal modeling | Murray, Jared S* |
Minimax rates for heterogeneous Causal Effect Estimation | Kennedy, Edward H*; Balakrishnan, Sivaraman; Wasserman, Larry |
Debiasing Random Forests for Treatment Effect Estimation | Saarinen, Theo*; Yu, Bin; Sekhon, Jasjeet |
Session 3 - 1:15pm-2:25pm: Causal inference in Fairness and Policy
Title | Authors |
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Causal Conceptions of Fairness and their Consequences | Nilforoshan, Hamed*; Gaebler, Johann; Shroff, Ravi; Goel, Sharad |
Counterfactual audit for racial bias in police traffic stops | Coston, Amanda*; Kennedy, Edward H |
Safe Policy Learning through Extrapolation: Application to Pre-trial Risk Assessment | Ben-Michael, Eli*; Greiner, Jim; Imai, Kosuke; Jiang, Zhichao |
Title | Author |
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Causal identification of infectious disease intervention effects | Crawford, Forrest W*; Cai, Xiaoxuan; Kenah, Eben |
Corticosteroids in COVID-19: Optimizing Observational Research through Target Trial Emulations | Hoffman, Katherine*; Diaz, Ivan |
Partial Likelihood Thompson Sampling | Wu, Han*; Wager, Stefan |
Wednesday May 25, 2022
Title | Authors |
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A framework for causal segmentation analysis with machine learning in large-scale digital experiment | Hejazi, Nima*; Zheng, Wenjing; Anand, Sathya |
5 Things We Have Learned From Continuous Explore Exploit Applications at Netflix | Liu, Sophia*; Miroglio, Ben; Sun, Ai-Lei; Lee, Ting-po |
Assessing the Effectiveness of Digital Political Fundraising Ads on Facebook: Ad Delivery Algorithm, Impressions, and Ad Content | Alavi, Soogand*; Xie, Ying; Tehrani, Shervin |
Session 6 - 11:15am-12:25pm: Randomized trials with Competition and Interference
Title | Authors |
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Experimental Design in Marketplaces: Competition and Interference | Johari, Ramesh ; Li, Hannah*; Weintraub, Gabriel; Zhao, Geng |
Optimized variance estimation under interference and complex experimental designs | Harshaw, Chris; Middleton, Joel; Savje, Fredrik* |
Network Interference in Micro-Randomized Trials | Li, Shuangning*; Wager, Stefan |
Session 7 - 1:55pm-3:05pm: Causal inference with Structured Data
Title | Authors |
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Generating Synthetic Text Data to Evaluate Causal Inference Methods | Wood-Doughty, Zach*; Shpitser, Ilya; Dredze, Mark |
Counterfactual Invariance: Defining and Handling Spurious Associations in Machine Learning via Causality | Veitch, Victor*; D'Amour, Alexander; Yadlowsky, Steve; Eisenstein, Jacob |
Causal Matrix Completion | Agarwal, Anish*; Dahleh, Munther; Shah, Devavrat; Shen, Dennis |