Generalization of Model-Agnostic Meta-Learning Algorithms: Recurring and Unseen Tasks

7 February 2021

Asuman Ozdaglar

Papers citing "Generalization of Model-Agnostic Meta-Learning Algorithms: Recurring and Unseen Tasks"

24 / 24 papers shown

Title
Towards Agentic AI Networking in 6G: A Generative Foundation Model-as-Agent Approach Yong Xiao Guangming Shi Ping Zhang AI4CE 137 4 0 20 Mar 2025
Rethinking Meta-Learning from a Learning Lens Wenwen Qiang Jingyao Wang Chuxiong Sun Hui Xiong Jiangmeng Li 108 1 0 13 Sep 2024
Solving Stochastic Compositional Optimization is Nearly as Easy as Solving Stochastic Optimization Tianyi Chen Yuejiao Sun W. Yin 95 81 0 25 Aug 2020
On the Global Optimality of Model-Agnostic Meta-Learning Lingxiao Wang Qi Cai Zhuoran Yang Zhaoran Wang 43 44 0 23 Jun 2020
Meta Learning in the Continuous Time Limit Ruitu Xu Lin Chen Amin Karbasi 36 14 0 19 Jun 2020
UFO-BLO: Unbiased First-Order Bilevel Optimization Valerii Likhosherstov Xingyou Song K. Choromanski Jared Davis Adrian Weller 102 7 0 05 Jun 2020
Theoretical Convergence of Multi-Step Model-Agnostic Meta-Learning Kaiyi Ji Junjie Yang Yingbin Liang 75 49 0 18 Feb 2020
Meta-Learning with Implicit Gradients Aravind Rajeswaran Chelsea Finn Sham Kakade Sergey Levine 91 848 0 10 Sep 2019
On the Convergence Theory of Gradient-Based Model-Agnostic Meta-Learning Algorithms Alireza Fallah Aryan Mokhtari Asuman Ozdaglar 64 226 0 27 Aug 2019
Private Stochastic Convex Optimization with Optimal Rates Raef Bassily Vitaly Feldman Kunal Talwar Abhradeep Thakurta 56 240 0 27 Aug 2019
Towards Understanding Generalization in Gradient-Based Meta-Learning Simon Guiroy Vikas Verma C. Pal 45 21 0 16 Jul 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
How to train your MAML Antreas Antoniou Harrison Edwards Amos Storkey 63 771 0 22 Oct 2018
Meta-Learning: A Survey Joaquin Vanschoren FedML OOD 55 756 0 08 Oct 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
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
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
Train faster, generalize better: Stability of stochastic gradient descent Moritz Hardt Benjamin Recht Y. Singer 106 1,234 0 03 Sep 2015