Understanding Benign Overfitting in Gradient-Based Meta Learning

Understanding Benign Overfitting in Gradient-Based Meta Learning

27 June 2022

Tianyi Chen

Papers citing "Understanding Benign Overfitting in Gradient-Based Meta Learning"

13 / 13 papers shown

Title
Learning with Limited Samples -- Meta-Learning and Applications to Communication Systems Lisha Chen Sharu Theresa Jose I. Nikoloska Sangwoo Park Tianyi Chen Osvaldo Simeone 23 25 0 03 Oct 2022
Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis Qi Chen Changjian Shui M. Marchand 81 44 0 29 Sep 2021
Benign Overfitting in Multiclass Classification: All Roads Lead to Interpolation Ke Wang Vidya Muthukumar Christos Thrampoulidis 49 49 0 21 Jun 2021
Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability Alec Farid Anirudha Majumdar 65 36 0 12 Feb 2021
Modeling and Optimization Trade-off in Meta-learning Katelyn Gao Ozan Sener 43 27 0 24 Oct 2020
Meta-Learning with Implicit Gradients Aravind Rajeswaran Chelsea Finn Sham Kakade Sergey Levine 98 855 0 10 Sep 2019
On the Convergence Theory of Gradient-Based Model-Agnostic Meta-Learning Algorithms Alireza Fallah Aryan Mokhtari Asuman Ozdaglar 78 225 0 27 Aug 2019
ProMP: Proximal Meta-Policy Search Jonas Rothfuss Dennis Lee I. Clavera Tamim Asfour Pieter Abbeel 55 210 0 16 Oct 2018
On First-Order Meta-Learning Algorithms Alex Nichol Joshua Achiam John Schulman 223 2,232 0 08 Mar 2018
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 172 5,596 0 21 Jul 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 811 11,894 0 09 Mar 2017
Learning to learn by gradient descent by gradient descent Marcin Andrychowicz Misha Denil Sergio Gomez Colmenarejo Matthew W. Hoffman David Pfau Tom Schaul Brendan Shillingford Nando de Freitas 101 2,006 0 14 Jun 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 359 7,319 0 13 Jun 2016