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

16 June 2020

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

10 / 10 papers shown

Title
First Steps Toward Understanding the Extrapolation of Nonlinear Models to Unseen Domains Kefan Dong Tengyu Ma OOD 73 21 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 59 43 0 07 Jun 2022
Adaptive and Robust Multi-Task Learning Yaqi Duan Kaizheng Wang 130 27 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 147 4 0 10 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 129 10 0 26 Jan 2022
On the Statistical Benefits of Curriculum Learning Ziping Xu Ambuj Tewari 56 9 0 13 Nov 2021
Weighted Training for Cross-Task Learning Shuxiao Chen K. Crammer Han He Dan Roth Weijie J. Su 83 28 0 28 May 2021
Importance Weight Estimation and Generalization in Domain Adaptation under Label Shift Kamyar Azizzadenesheli OOD 143 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 159 11 0 22 Oct 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