Marginal Singularity, and the Benefits of Labels in Covariate-Shift

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Marginal Singularity, and the Benefits of Labels in Covariate-Shift

5 March 2018

Guillaume Martinet

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Papers citing "Marginal Singularity, and the Benefits of Labels in Covariate-Shift"

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Simple and near-optimal algorithms for hidden stratification and multi-group learning Abdoreza Asadpour Daniel J. Hsu 147 20 0 22 Dec 2021
Universal and data-adaptive algorithms for model selection in linear contextual bandits Vidya Muthukumar A. Krishnamurthy 71 5 0 08 Nov 2021
Doubly Robust Stein-Kernelized Monte Carlo Estimator: Simultaneous Bias-Variance Reduction and Supercanonical Convergence Henry Lam Haofeng Zhang 52 4 0 23 Oct 2021
Adaptive transfer learning Henry W. J. Reeve T. Cannings R. Samworth OOD 32 12 0 08 Jun 2021
How Fine-Tuning Allows for Effective Meta-Learning Kurtland Chua Qi Lei Jason D. Lee 95 50 0 05 May 2021
Why do classifier accuracies show linear trends under distribution shift? Horia Mania S. Sra OOD 110 20 0 31 Dec 2020
A Computationally Efficient Classification Algorithm in Posterior Drift Model: Phase Transition and Minimax Adaptivity Ruiqi Liu Kexuan Li Zuofeng Shang 30 4 0 09 Nov 2020
Theoretical bounds on estimation error for meta-learning James Lucas Mengye Ren Irene Kameni T. Pitassi R. Zemel 51 12 0 14 Oct 2020
On Localized Discrepancy for Domain Adaptation Yuchen Zhang Mingsheng Long Jianmin Wang Michael I. Jordan 73 18 0 14 Aug 2020
Self-Tuning Bandits over Unknown Covariate-Shifts Joe Suk Samory Kpotufe 127 9 0 16 Jul 2020
A No-Free-Lunch Theorem for MultiTask Learning Steve Hanneke Samory Kpotufe 167 39 0 29 Jun 2020
Approximating a Target Distribution using Weight Queries Nadav Barak Sivan Sabato 31 1 0 24 Jun 2020
Minimax optimal approaches to the label shift problem in non-parametric settings Subha Maity Yuekai Sun Moulinath Banerjee 52 23 0 23 Mar 2020
To Split or Not to Split: The Impact of Disparate Treatment in Classification Hao Wang Hsiang Hsu Mario Díaz Flavio du Pin Calmon 115 23 0 12 Feb 2020
On the Value of Target Data in Transfer Learning Steve Hanneke Samory Kpotufe 83 74 0 12 Feb 2020
Transfer Learning for Nonparametric Classification: Minimax Rate and Adaptive Classifier AI T.TONYC EI Hongjiw 74 98 0 07 Jun 2019
The Label Complexity of Active Learning from Observational Data Songbai Yan Kamalika Chaudhuri T. Javidi 21 9 0 29 May 2019