Minimax Lower Bounds for Transfer Learning with Linear and One-hidden
Layer Neural Networks

Minimax Lower Bounds for Transfer Learning with Linear and One-hidden Layer Neural Networks

16 June 2020

Seyed Mohammadreza Mousavi Kalan

Mahdi Soltanolkotabi

Papers citing "Minimax Lower Bounds for Transfer Learning with Linear and One-hidden Layer Neural Networks"

12 / 12 papers shown

Title
Limits of Model Selection under Transfer Learning Steve Hanneke Samory Kpotufe Yasaman Mahdaviyeh 67 6 0 29 Apr 2023
Pseudo-Labeling for Kernel Ridge Regression under Covariate Shift Kaizheng Wang 34 10 0 20 Feb 2023
First Steps Toward Understanding the Extrapolation of Nonlinear Models to Unseen Domains Kefan Dong Tengyu Ma OOD 34 20 0 21 Nov 2022
Explaining the physics of transfer learning a data-driven subgrid-scale closure to a different turbulent flow Adam Subel Yifei Guan Ashesh Chattopadhyay Pedram Hassanzadeh AI4CE 40 41 0 07 Jun 2022
Adaptive and Robust Multi-Task Learning Yaqi Duan Kaizheng Wang 83 23 0 10 Feb 2022
Transfer-Learning Across Datasets with Different Input Dimensions: An Algorithm and Analysis for the Linear Regression Case Luis P. Silvestrin Harry Van Zanten Mark Hoogendoorn G. Koole 19 4 0 10 Feb 2022
A new similarity measure for covariate shift with applications to nonparametric regression Reese Pathak Cong Ma Martin J. Wainwright 69 32 0 06 Feb 2022
Gap Minimization for Knowledge Sharing and Transfer Boyu Wang Jorge Armando Mendez Mendez Changjian Shui Fan Zhou Di Wu Gezheng Xu Christian Gagné Eric Eaton 48 10 0 26 Jan 2022
Importance Weight Estimation and Generalization in Domain Adaptation under Label Shift Kamyar Azizzadenesheli OOD 29 13 0 29 Nov 2020
Precise High-Dimensional Asymptotics for Quantifying Heterogeneous Transfers Fan Yang Hongyang R. Zhang Sen Wu Christopher Ré Weijie J. Su 61 10 0 22 Oct 2020
Oracle Inequalities and Optimal Inference under Group Sparsity Karim Lounici Massimiliano Pontil Alexandre B. Tsybakov Sara van de Geer 143 381 0 11 Jul 2010
Domain Adaptation: Learning Bounds and Algorithms Yishay Mansour M. Mohri Afshin Rostamizadeh 179 793 0 19 Feb 2009