Provable Generalization of Overparameterized Meta-learning Trained with SGD

18 June 2022

Papers citing "Provable Generalization of Overparameterized Meta-learning Trained with SGD"

10 / 10 papers shown

Title
BiDoRA: Bi-level Optimization-Based Weight-Decomposed Low-Rank Adaptation Peijia Qin Ruiyi Zhang Pengtao Xie 17 1 0 13 Oct 2024
Meta-Reinforcement Learning with Universal Policy Adaptation: Provable Near-Optimality under All-task Optimum Comparator Siyuan Xu Minghui Zhu OffRL 16 1 0 13 Oct 2024
Dynamics of Meta-learning Representation in the Teacher-student Scenario Hui Wang Cho Tung Yip Bo Li 32 0 0 22 Aug 2024
Intelligent Chemical Purification Technique Based on Machine Learning Wenchao Wu Hao Xu Dongxiao Zhang Fanyang Mo 31 0 0 14 Apr 2024
Theoretical Characterization of the Generalization Performance of Overfitted Meta-Learning Peizhong Ju Yitao Liang Ness B. Shroff MLT AI4CE 13 2 0 09 Apr 2023
Understanding Benign Overfitting in Gradient-Based Meta Learning Lisha Chen Songtao Lu Tianyi Chen MLT 20 14 0 27 Jun 2022
Last Iterate Risk Bounds of SGD with Decaying Stepsize for Overparameterized Linear Regression Jingfeng Wu Difan Zou Vladimir Braverman Quanquan Gu Sham Kakade 96 20 0 12 Oct 2021
Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis Qi Chen Changjian Shui M. Marchand 35 43 0 29 Sep 2021
Learning an Explicit Hyperparameter Prediction Function Conditioned on Tasks Jun Shu Deyu Meng Zongben Xu 11 6 0 06 Jul 2021
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,568 0 09 Mar 2017