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396 ! Thu, 8/12/2021, 2:00 PM - 3:50 PM Virtual
Distributional Robustness, Validity, Causality, and Generalizability — Invited Papers
Organizer(s): Hongseok Namkoong, Columbia University
Chair(s): John C Duchi, Stanford University
2:05 PM Causality and Distribution Generalization
Jonas Peters, University of Copenhagen; Rune Christiansen, University of Copenhagen; Niklas Pfister, University of Copenhagen; Martin Jakobsen, University of Copenhagen; Nicola Gnecco, University of Geneva
2:25 PM Increase Sample Heterogeneity to Improve the Robustness of Causal Effect Estimates
Elizabeth Tipton, Northwestern University
2:45 PM Analyzing the external validity of causal findings against subpopulation shifts
Hongseok Namkoong, Columbia University
3:05 PM Remedying Estimation Unobservability via Distributionally Robust Optimization
Henry Lam, Columbia
3:25 PM Measuring Robustness to Natural Distribution Shifts in Image Classification
Ludwig Schmidt, UC Berkeley
3:45 PM Floor Discussion