Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning

17 March 2022

Papers citing "Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning"

21 / 21 papers shown

Title
Zero-Cost Proxies for Lightweight NAS Mohamed S. Abdelfattah Abhinav Mehrotra Łukasz Dudziak Nicholas D. Lane 60 257 0 20 Jan 2021
Neural Architecture Search without Training J. Mellor Jack Turner Amos Storkey Elliot J. Crowley 51 380 0 08 Jun 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 340 1,967 0 11 Apr 2020
Theoretical Convergence of Multi-Step Model-Agnostic Meta-Learning Kaiyi Ji Junjie Yang Yingbin Liang 75 50 0 18 Feb 2020
Meta-Learning of Neural Architectures for Few-Shot Learning T. Elsken B. Staffler J. H. Metzen Frank Hutter 73 137 0 25 Nov 2019
Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Andrew McCallum SSL 53 119 0 10 Nov 2019
Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML Aniruddh Raghu M. Raghu Samy Bengio Oriol Vinyals 300 644 0 19 Sep 2019
Meta-Learning with Implicit Gradients Aravind Rajeswaran Chelsea Finn Sham Kakade Sergey Levine 94 854 0 10 Sep 2019
On the Convergence Theory of Gradient-Based Model-Agnostic Meta-Learning Algorithms Alireza Fallah Aryan Mokhtari Asuman Ozdaglar 75 225 0 27 Aug 2019
Generalization Bounds of Stochastic Gradient Descent for Wide and Deep Neural Networks Yuan Cao Quanquan Gu MLT AI4CE 80 389 0 30 May 2019
Meta-Learning: A Survey Joaquin Vanschoren FedML OOD 60 763 0 08 Oct 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 185 4,345 0 24 Jun 2018
Auto-Meta: Automated Gradient Based Meta Learner Search Jaehong Kim Sangyeul Lee Sungwan Kim Moonsu Cha Jung Kwon Lee Youngduck Choi Yongseok Choi Dong-Yeon Cho Jiwon Kim AI4CE 71 39 0 11 Jun 2018
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 255 670 0 07 Jun 2018
Meta-learning with differentiable closed-form solvers Luca Bertinetto João F. Henriques Philip Torr Andrea Vedaldi ODL 80 928 0 21 May 2018
Group Normalization Yuxin Wu Kaiming He 190 3,644 0 22 Mar 2018
On First-Order Meta-Learning Algorithms Alex Nichol Joshua Achiam John Schulman 221 2,229 0 08 Mar 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 803 11,866 0 09 Mar 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 416 5,367 0 05 Nov 2016
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 331 7,313 0 13 Jun 2016
Wide Residual Networks Sergey Zagoruyko N. Komodakis 304 7,971 0 23 May 2016