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Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

9 March 2017

Pieter Abbeel

Papers citing "Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks"

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Title
Meta-Graph: Few Shot Link Prediction via Meta Learning A. Bose Ankit Jain Piero Molino William L. Hamilton 84 66 0 20 Dec 2019
Unsupervised Few-shot Learning via Self-supervised Training Zilong Ji Xiaolong Zou Tiejun Huang Si Wu SSL 66 24 0 20 Dec 2019
TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning Zhongjie Yu Lin Chen Zhongwei Cheng Jiebo Luo 83 110 0 19 Dec 2019
One-Shot Weakly Supervised Video Object Segmentation Mennatullah Siam Naren Doraiswamy Boris N. Oreshkin Hengshuai Yao Martin Jägersand VOS 45 2 0 18 Dec 2019
Continuous Meta-Learning without Tasks James Harrison Apoorva Sharma Chelsea Finn Marco Pavone CLL OOD 98 79 0 18 Dec 2019
Semantic Regularization: Improve Few-shot Image Classification by Reducing Meta Shift Da Chen Yongliang Yang Zunlei Feng Xiang Wu Min-Gyoo Song Wenbin Li Yuan He Hui Xue Feng Mao VLM 23 1 0 18 Dec 2019
Generative Teaching Networks: Accelerating Neural Architecture Search by Learning to Generate Synthetic Training Data F. Such Aditya Rawal Joel Lehman Kenneth O. Stanley Jeff Clune DD 72 159 0 17 Dec 2019
A Broader Study of Cross-Domain Few-Shot Learning Yunhui Guo Noel Codella Leonid Karlinsky James V. Codella John R. Smith Kate Saenko Tajana Simunic Rogerio Feris 88 45 0 16 Dec 2019
How Should an Agent Practice? Janarthanan Rajendran Richard L. Lewis Vivek Veeriah Honglak Lee Satinder Singh 71 8 0 15 Dec 2019
Towards Contextual Learning in Few-shot Object Classification M. Fortin B. Chaib-draa 61 3 0 13 Dec 2019
Multi-level Similarity Learning for Low-Shot Recognition Hongwei Xv Changrui Chen Junyu Dong Shu Zhang Qiong Li 30 1 0 13 Dec 2019
Meta-Learning Initializations for Image Segmentation S. Hendryx Andrew B. Leach P. Hein Clayton T. Morrison VLM 85 25 0 13 Dec 2019
What Can Learned Intrinsic Rewards Capture? Zeyu Zheng Junhyuk Oh Matteo Hessel Zhongwen Xu M. Kroiss H. V. Hasselt David Silver Satinder Singh 97 79 0 11 Dec 2019
MetaMT,a MetaLearning Method Leveraging Multiple Domain Data for Low Resource Machine Translation Rumeng Li Xun Wang Hong-ye Yu 85 39 0 11 Dec 2019
Image Classification with Deep Learning in the Presence of Noisy Labels: A Survey G. Algan ilkay Ulusoy NoLa VLM 96 334 0 11 Dec 2019
Associative Alignment for Few-shot Image Classification Arman Afrasiyabi Jean-François Lalonde Christian Gagné VLM 75 151 0 11 Dec 2019
Advances and Open Problems in Federated Learning Peter Kairouz H. B. McMahan Brendan Avent A. Bellet M. Bennis ... Zheng Xu Qiang Yang Felix X. Yu Han Yu Sen Zhao FedML AI4CE 304 6,354 0 10 Dec 2019
A Two-Stage Approach to Few-Shot Learning for Image Recognition Debasmit Das C. S. George Lee 108 126 0 10 Dec 2019
Encoding Musical Style with Transformer Autoencoders Kristy Choi Curtis Hawthorne Ian Simon Monica Dinculescu Jesse Engel 95 90 0 10 Dec 2019
Zero-shot Text Classification With Generative Language Models Raul Puri Bryan Catanzaro VLM 83 106 0 10 Dec 2019
Unsupervised Transfer Learning via BERT Neuron Selection M. Valipour E. Lee Jaime R. Jamacaro C. Bessega 58 5 0 10 Dec 2019
Unsupervised Curricula for Visual Meta-Reinforcement Learning Allan Jabri Kyle Hsu Benjamin Eysenbach Abhishek Gupta Sergey Levine Chelsea Finn VLM OOD SSL OffRL 84 65 0 09 Dec 2019
Meta-Learning without Memorization Mingzhang Yin George Tucker Mingyuan Zhou Sergey Levine Chelsea Finn VLM 73 188 0 09 Dec 2019
Bidirectional Scene Text Recognition with a Single Decoder Maurits J. R. Bleeker Maarten de Rijke 62 16 0 08 Dec 2019
Improved Few-Shot Visual Classification Peyman Bateni Raghav Goyal Vaden Masrani Frank Wood Leonid Sigal VLM 87 234 0 07 Dec 2019
Observational Overfitting in Reinforcement Learning Xingyou Song Yiding Jiang Stephen Tu Yilun Du Behnam Neyshabur OffRL 134 140 0 06 Dec 2019
Revisiting Few-Shot Learning for Facial Expression Recognition Anca-Nicoleta Ciubotaru A. Devos Behzad Bozorgtabar Jean-Philippe Thiran M. Gabrani CVBM 63 11 0 05 Dec 2019
MetaFun: Meta-Learning with Iterative Functional Updates Jin Xu Jean-François Ton Hyunjik Kim Adam R. Kosiorek Yee Whye Teh 78 68 0 05 Dec 2019
Towards Understanding Residual and Dilated Dense Neural Networks via Convolutional Sparse Coding Zhiyang Zhang Shihua Zhang 72 15 0 05 Dec 2019
MetalGAN: Multi-Domain Label-Less Image Synthesis Using cGANs and Meta-Learning Tomaso Fontanini Eleonora Iotti Luca Donati Andrea Prati GAN AI4CE 146 24 0 05 Dec 2019
Angular Visual Hardness Beidi Chen Weiyang Liu Zhiding Yu Jan Kautz Anshumali Shrivastava Animesh Garg Anima Anandkumar AAML 139 52 0 04 Dec 2019
Learning to Recommend via Meta Parameter Partition Liang Zhao Yang Wang Daxiang Dong Hao Tian OffRL CLL 81 7 0 04 Dec 2019
BADGER: Learning to (Learn [Learning Algorithms] through Multi-Agent Communication) Marek Rosa O. Afanasjeva Simon Andersson Joseph Davidson N. Guttenberg Petr Hlubucek Martin Poliak Jaroslav Vítků Jan Feyereisl 80 10 0 03 Dec 2019
Deep Learning for Visual Tracking: A Comprehensive Survey S. M. Marvasti-Zadeh Li Cheng Hossein Ghanei-Yakhdan S. Kasaei BDL 87 284 0 02 Dec 2019
MetAdapt: Meta-Learned Task-Adaptive Architecture for Few-Shot Classification Sivan Doveh Eli Schwartz Chao Xue Rogerio Feris A. Bronstein Raja Giryes Leonid Karlinsky 124 17 0 01 Dec 2019
[Re] Learning to Learn By Self-Critique Isac Arnekvist Dmytro Kalpakchi 29 0 0 30 Nov 2019
VIABLE: Fast Adaptation via Backpropagating Learned Loss Leo Feng L. Zintgraf Bei Peng Shimon Whiteson 62 1 0 29 Nov 2019
Unlocking the Full Potential of Small Data with Diverse Supervision Ziqi Pang Zhiyuan Hu P. Tokmakov Yu-Xiong Wang M. Hebert 34 0 0 29 Nov 2019
Multimodal Machine Translation through Visuals and Speech U. Sulubacak Ozan Caglayan Stig-Arne Gronroos Aku Rouhe Desmond Elliott Lucia Specia Jörg Tiedemann 101 77 0 28 Nov 2019
Continuous Adaptation for Interactive Object Segmentation by Learning from Corrections Theodora Kontogianni Michael Gygli J. Uijlings V. Ferrari CLL VLM 91 59 0 28 Nov 2019
Multi-Agent Deep Reinforcement Learning with Adaptive Policies Yixiang Wang Feng Wu 38 2 0 28 Nov 2019
Learning Multi-level Weight-centric Features for Few-shot Learning Min-Siong Liang Shaoli Huang Shirui Pan Biwei Huang Wei Liu 116 11 0 28 Nov 2019
Decoupling Features and Coordinates for Few-shot RGB Relocalization Siyan Dong Songyin Wu Yixin Zhuang Kai Xu Shanghang Zhang Baoquan Chen 64 0 0 26 Nov 2019
Domain-Aware Dynamic Networks Tianyuan Zhang Bichen Wu Xin Wang Joseph E. Gonzalez Kurt Keutzer 79 6 0 26 Nov 2019
Few-Shot Knowledge Graph Completion Chuxu Zhang Huaxiu Yao Chao Huang Meng Jiang Z. Li Nitesh Chawla 56 206 0 26 Nov 2019
Learning to Learn Words from Visual Scenes Dídac Surís Dave Epstein Heng Ji Shih-Fu Chang Carl Vondrick VLM CLIP SSL OffRL 72 4 0 25 Nov 2019
Theory-based Causal Transfer: Integrating Instance-level Induction and Abstract-level Structure Learning Mark Edmonds Xiaojian Ma Siyuan Qi Yixin Zhu Hongjing Lu Song-Chun Zhu 91 27 0 25 Nov 2019
Real-Time Object Tracking via Meta-Learning: Efficient Model Adaptation and One-Shot Channel Pruning Ilchae Jung Kihyun You Hyeonwoo Noh Minsu Cho Bohyung Han 82 27 0 25 Nov 2019
Meta-Learning of Neural Architectures for Few-Shot Learning T. Elsken B. Staffler J. H. Metzen Frank Hutter 88 139 0 25 Nov 2019
Generalized Adaptation for Few-Shot Learning Liang Song Jinlu Liu Yongqiang Qin VLM 71 8 0 25 Nov 2019