Evaluating Model Robustness and Stability to Dataset Shift

Evaluating Model Robustness and Stability to Dataset Shift

28 October 2020

Adarsh Subbaswamy

Papers citing "Evaluating Model Robustness and Stability to Dataset Shift"

14 / 14 papers shown

Title
BREEDS: Benchmarks for Subpopulation Shift Shibani Santurkar Dimitris Tsipras Aleksander Madry OOD 33 170 0 11 Aug 2020
Hidden Stratification Causes Clinically Meaningful Failures in Machine Learning for Medical Imaging Luke Oakden-Rayner Jared A. Dunnmon G. Carneiro Christopher Ré OOD 48 380 0 27 Sep 2019
Invariant Risk Minimization Martín Arjovsky Léon Bottou Ishaan Gulrajani David Lopez-Paz OOD 135 2,190 0 05 Jul 2019
Learning Models with Uniform Performance via Distributionally Robust Optimization John C. Duchi Hongseok Namkoong OOD 39 413 0 20 Oct 2018
Counterfactual Normalization: Proactively Addressing Dataset Shift and Improving Reliability Using Causal Mechanisms Adarsh Subbaswamy Suchi Saria OOD 14 25 0 09 Aug 2018
Convergence and Concentration of Empirical Measures under Wasserstein Distance in Unbounded Functional Spaces Jing Lei 31 119 0 27 Apr 2018
Robust Covariate Shift Prediction with General Losses and Feature Views Anqi Liu Brian Ziebart OOD 24 15 0 28 Dec 2017
Certifying Some Distributional Robustness with Principled Adversarial Training Aman Sinha Hongseok Namkoong Riccardo Volpi John C. Duchi OOD 71 858 0 29 Oct 2017
Statistics of Robust Optimization: A Generalized Empirical Likelihood Approach John C. Duchi Peter Glynn Hongseok Namkoong 82 321 0 11 Oct 2016
Variance-based regularization with convex objectives John C. Duchi Hongseok Namkoong 39 348 0 08 Oct 2016
Distributionally Robust Logistic Regression Soroosh Shafieezadeh-Abadeh Peyman Mohajerin Esfahani Daniel Kuhn OOD 35 304 0 30 Sep 2015
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 305 9,418 0 28 May 2015
Data-driven Distributionally Robust Optimization Using the Wasserstein Metric: Performance Guarantees and Tractable Reformulations Peyman Mohajerin Esfahani Daniel Kuhn 39 1,641 0 19 May 2015
On the rate of convergence in Wasserstein distance of the empirical measure N. Fournier Arnaud Guillin 73 1,138 0 07 Dec 2013