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Poster
Tue 8:00 Efficient Identification in Linear Structural Causal Models with Auxiliary Cutsets
Daniel Kumor · Carlos Cinelli · Elias Bareinboim
Poster
Tue 9:00 Designing Optimal Dynamic Treatment Regimes: A Causal Reinforcement Learning Approach
Junzhe Zhang
Poster
Tue 13:00 Distinguishing Cause from Effect Using Quantiles: Bivariate Quantile Causal Discovery
Natasa Tagasovska · ValĂ©rie Chavez-Demoulin · Thibault Vatter
Poster
Tue 7:00 Full Law Identification in Graphical Models of Missing Data: Completeness Results
Razieh Nabi · Rohit Bhattacharya · Ilya Shpitser
Workshop
Fri 12:40 Invited Talk: Feedback in Imitation Learning: Confusion on Causality and Covariate Shift (Arun Venkatraman & Sanjiban Choudhury)
Sanjiban Choudhury · Arun Venkatraman
Poster
Wed 5:00 Efficient Intervention Design for Causal Discovery with Latents
Raghavendra Addanki · Shiva Kasiviswanathan · Andrew McGregor · Cameron Musco
Poster
Thu 6:00 Strategic Classification is Causal Modeling in Disguise
John Miller · Smitha Milli · Moritz Hardt
Poster
Wed 8:00 Efficient Policy Learning from Surrogate-Loss Classification Reductions
Andrew Bennett · Nathan Kallus
Poster
Tue 8:00 Invariant Risk Minimization Games
Kartik Ahuja · Karthikeyan Shanmugam · Kush Varshney · Amit Dhurandhar
Poster
Thu 6:00 Causal Inference using Gaussian Processes with Structured Latent Confounders
Sam Witty · Kenta Takatsu · David Jensen · Vikash Mansinghka
Poster
Wed 5:00 On Validation and Planning of An Optimal Decision Rule with Application in Healthcare Studies
Hengrui Cai · Wenbin Lu · Rui Song
Poster
Tue 15:00 Invariant Causal Prediction for Block MDPs
Amy Zhang · Clare Lyle · Shagun Sodhani · Angelos Filos · Marta Kwiatkowska · Joelle Pineau · Yarin Gal · Doina Precup