On the Convergence Theory of Gradient-Based Model-Agnostic Meta-Learning Algorithms

27 August 2019

Asuman Ozdaglar

Papers citing "On the Convergence Theory of Gradient-Based Model-Agnostic Meta-Learning Algorithms"

22 / 22 papers shown

Title
Meta-Learning with Implicit Gradients Aravind Rajeswaran Chelsea Finn Sham Kakade Sergey Levine 91 848 0 10 Sep 2019
Adaptive Gradient-Based Meta-Learning Methods M. Khodak Maria-Florina Balcan Ameet Talwalkar FedML 58 355 0 06 Jun 2019
Alpha MAML: Adaptive Model-Agnostic Meta-Learning Harkirat Singh Behl A. G. Baydin Philip Torr 74 67 0 17 May 2019
Learning-to-Learn Stochastic Gradient Descent with Biased Regularization Giulia Denevi C. Ciliberto Riccardo Grazzi Massimiliano Pontil 64 109 0 25 Mar 2019
Provable Guarantees for Gradient-Based Meta-Learning M. Khodak Maria-Florina Balcan Ameet Talwalkar FedML 122 149 0 27 Feb 2019
Online Meta-Learning Chelsea Finn Aravind Rajeswaran Sham Kakade Sergey Levine CLL 60 253 0 22 Feb 2019
How to train your MAML Antreas Antoniou Harrison Edwards Amos Storkey 63 771 0 22 Oct 2018
Bilevel Programming for Hyperparameter Optimization and Meta-Learning Luca Franceschi P. Frasconi Saverio Salzo Riccardo Grazzi Massimiliano Pontil 173 722 0 13 Jun 2018
On First-Order Meta-Learning Algorithms Alex Nichol Joshua Achiam John Schulman 218 2,226 0 08 Mar 2018
Recasting Gradient-Based Meta-Learning as Hierarchical Bayes Erin Grant Chelsea Finn Sergey Levine Trevor Darrell Thomas Griffiths BDL 70 505 0 26 Jan 2018
Continuous Adaptation via Meta-Learning in Nonstationary and Competitive Environments Maruan Al-Shedivat Trapit Bansal Yuri Burda Ilya Sutskever Igor Mordatch Pieter Abbeel CLL 58 353 0 10 Oct 2017
Natasha 2: Faster Non-Convex Optimization Than SGD Zeyuan Allen-Zhu ODL 64 245 0 29 Aug 2017
Meta-SGD: Learning to Learn Quickly for Few-Shot Learning Zhenguo Li Fengwei Zhou Fei Chen Hang Li 87 1,114 0 31 Jul 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 157 5,577 0 21 Jul 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 781 11,793 0 09 Mar 2017
Designing Neural Network Architectures using Reinforcement Learning Bowen Baker O. Gupta Nikhil Naik Ramesh Raskar 93 1,466 0 07 Nov 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 408 5,362 0 05 Nov 2016
Regret Bounds for Lifelong Learning Pierre Alquier The Tien Mai Massimiliano Pontil CLL 58 60 0 27 Oct 2016
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 92 2,000 0 14 Jun 2016
Learning to Optimize Ke Li Jitendra Malik 51 256 0 06 Jun 2016
Efficient Representations for Life-Long Learning and Autoencoding Maria-Florina Balcan Avrim Blum Santosh Vempala 76 72 0 06 Nov 2014
A Model of Inductive Bias Learning Jonathan Baxter 100 1,210 0 01 Jun 2011