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 · Valérie 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