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-learning framework with applications to zero-shot time-series forecasting Boris N. Oreshkin Dmitri Carpov Nicolas Chapados Yoshua Bengio UQCV AI4TS AI4CE 39 106 0 07 Feb 2020
Few-Shot Learning as Domain Adaptation: Algorithm and Analysis Jiechao Guan Zhiwu Lu Tao Xiang Ji-Rong Wen 11 12 0 06 Feb 2020
Generalizing meanings from partners to populations: Hierarchical inference supports convention formation on networks Robert D. Hawkins Noah D. Goodman A. Goldberg Thomas Griffiths 25 12 0 04 Feb 2020
Effective Diversity in Population Based Reinforcement Learning Jack Parker-Holder Aldo Pacchiano K. Choromanski Stephen J. Roberts 22 158 0 03 Feb 2020
Few-Shot Scene Adaptive Crowd Counting Using Meta-Learning Mahesh Kumar Krishna Reddy M. Hossain Mrigank Rochan Yang Wang 22 40 0 01 Feb 2020
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Hung-Yu Tseng Hsin-Ying Lee Jia-Bin Huang Ming-Hsuan Yang 32 387 0 23 Jan 2020
Optimized Generic Feature Learning for Few-shot Classification across Domains Tonmoy Saikia Thomas Brox Cordelia Schmid VLM 30 48 0 22 Jan 2020
Learning to Augment Expressions for Few-shot Fine-grained Facial Expression Recognition Wenxuan Wang Yanwei Fu Qiang Sun Tao Chen Chenjie Cao Ziqi Zheng Guoqiang Xu Han Qiu Yu-Gang Jiang Xiangyang Xue CVBM 29 14 0 17 Jan 2020
Graph Inference Learning for Semi-supervised Classification Chunyan Xu Zhen Cui Xiaobin Hong Tong Zhang Jian Yang Wei Liu 24 29 0 17 Jan 2020
Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning Hongguang Zhang Piotr Koniusz Songlei Jian Hongdong Li Philip Torr SSL 34 59 0 12 Jan 2020
Few-shot Action Recognition with Permutation-invariant Attention Hongguang Zhang Li Zhang Xiaojuan Qi Hongdong Li Philip Torr Piotr Koniusz 24 3 0 12 Jan 2020
Fine-grained Image-to-Image Transformation towards Visual Recognition Wei Xiong Yutong He Yixuan Zhang Wenhan Luo Lin Ma Jiebo Luo CVBM 30 26 0 12 Jan 2020
Fast Adaptation to Super-Resolution Networks via Meta-Learning Seobin Park Jinsu Yoo Donghyeon Cho Jiwon Kim Tae Hyun Kim SupR 23 83 0 09 Jan 2020
Learning From Multiple Experts: Self-paced Knowledge Distillation for Long-tailed Classification Liuyu Xiang Guiguang Ding Jungong Han 28 279 0 06 Jan 2020
From Learning to Meta-Learning: Reduced Training Overhead and Complexity for Communication Systems Osvaldo Simeone Sangwoo Park Joonhyuk Kang AI4CE 31 62 0 05 Jan 2020
A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning Soochan Lee Junsoo Ha Dongsu Zhang Gunhee Kim BDL CLL 13 209 0 03 Jan 2020
Diversity Transfer Network for Few-Shot Learning Mengting Chen Yuxin Fang Xinggang Wang Heng Luo Yifeng Geng Xinyu Zhang Chang Huang Wenyu Liu Bo Wang 15 69 0 31 Dec 2019
Measuring Dataset Granularity Huayu Chen Zeqi Gu D. Mahajan L. V. D. van der Maaten Serge J. Belongie Ser-Nam Lim 29 13 0 21 Dec 2019
Locality and compositionality in zero-shot learning Tristan Sylvain Linda Petrini R. Devon Hjelm 24 56 0 20 Dec 2019
Meta-Graph: Few Shot Link Prediction via Meta Learning A. Bose Ankit Jain Piero Molino William L. Hamilton 30 63 0 20 Dec 2019
Continuous Meta-Learning without Tasks James Harrison Apoorva Sharma Chelsea Finn Marco Pavone CLL OOD 30 79 0 18 Dec 2019
How Should an Agent Practice? Janarthanan Rajendran Richard L. Lewis Vivek Veeriah Honglak Lee Satinder Singh 26 9 0 15 Dec 2019
Encoding Musical Style with Transformer Autoencoders Kristy Choi Curtis Hawthorne Ian Simon Monica Dinculescu Jesse Engel 33 89 0 10 Dec 2019
Zero-shot Text Classification With Generative Language Models Raul Puri Bryan Catanzaro VLM 21 102 0 10 Dec 2019
MetalGAN: Multi-Domain Label-Less Image Synthesis Using cGANs and Meta-Learning Tomaso Fontanini Eleonora Iotti Luca Donati Andrea Prati GAN AI4CE 40 23 0 05 Dec 2019
Angular Visual Hardness Beidi Chen Weiyang Liu Zhiding Yu Jan Kautz Anshumali Shrivastava Animesh Garg Anima Anandkumar AAML 43 51 0 04 Dec 2019
Multimodal Machine Translation through Visuals and Speech U. Sulubacak Ozan Caglayan Stig-Arne Gronroos Aku Rouhe Desmond Elliott Lucia Specia Jörg Tiedemann 49 73 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 25 10 0 28 Nov 2019
Meta-Learning of Neural Architectures for Few-Shot Learning T. Elsken B. Staffler J. H. Metzen Frank Hutter 20 136 0 25 Nov 2019
Continual adaptation for efficient machine communication Robert D. Hawkins Minae Kwon Dorsa Sadigh Noah D. Goodman CLL 24 32 0 22 Nov 2019
Unsupervised Reinforcement Learning of Transferable Meta-Skills for Embodied Navigation Juncheng Li Qing Guo Siliang Tang Haizhou Shi Fei Wu Yueting Zhuang William Yang Wang SSL 46 68 0 18 Nov 2019
Meta-Reinforced Synthetic Data for One-Shot Fine-Grained Visual Recognition Satoshi Tsutsui Yanwei Fu David J. Crandall 16 37 0 17 Nov 2019
Automatic Design of CNNs via Differentiable Neural Architecture Search for PolSAR Image Classification Hongwei Dong Siyu Zhang B. Zou Lamei Zhang 16 47 0 16 Nov 2019
Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal Resources Qianhui Wu Zijia Lin Guoxin Wang Hui Chen Börje F. Karlsson Biqing Huang Chin-Yew Lin 16 68 0 14 Nov 2019
Self-Supervised Learning For Few-Shot Image Classification Da Chen YueFeng Chen Yuhong Li Feng Mao Yuan He Hui Xue SSL 16 108 0 14 Nov 2019
Experience-Embedded Visual Foresight Yen-Chen Lin Maria Bauzá Phillip Isola 22 35 0 12 Nov 2019
Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation Risto Vuorio Shao-Hua Sun Hexiang Hu Joseph J. Lim 30 219 0 30 Oct 2019
Domain Generalization via Model-Agnostic Learning of Semantic Features Qi Dou Daniel Coelho De Castro Konstantinos Kamnitsas Ben Glocker OOD 57 685 0 29 Oct 2019
Convolutional Conditional Neural Processes Jonathan Gordon W. Bruinsma Andrew Y. K. Foong James Requeima Yann Dubois Richard Turner BDL 25 162 0 29 Oct 2019
Neural Similarity Learning Weiyang Liu Zhen Liu James M. Rehg Le Song 27 29 0 28 Oct 2019
HIDRA: Head Initialization across Dynamic targets for Robust Architectures Rafael Rêgo Drumond L. Brinkmeyer Josif Grabocka Lars Schmidt-Thieme 19 4 0 28 Oct 2019
Differentiable Convex Optimization Layers Akshay Agrawal Brandon Amos Shane T. Barratt Stephen P. Boyd Steven Diamond Zico Kolter 45 639 0 28 Oct 2019
Meta Learning for End-to-End Low-Resource Speech Recognition Jui-Yang Hsu Yuan-Jui Chen Hung-yi Lee 27 103 0 26 Oct 2019
Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection Shumin Deng Ningyu Zhang Jiaojian Kang Yichi Zhang Wei Zhang Huajun Chen 31 131 0 25 Oct 2019
Meta-learning for robust child-adult classification from speech Nithin Rao Koluguri Manoj Kumar So Hyun Kim C. Lord Shrikanth Narayanan 20 19 0 24 Oct 2019
Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning Tianhe Yu Deirdre Quillen Zhanpeng He Ryan Julian Avnish Narayan Hayden Shively Adithya Bellathur Karol Hausman Chelsea Finn Sergey Levine OffRL 89 1,126 0 24 Oct 2019
Speaker Adaptive Training using Model Agnostic Meta-Learning Ondˇrej Klejch Joachim Fainberg P. Bell Steve Renals 27 30 0 23 Oct 2019
Meta-Learning to Communicate: Fast End-to-End Training for Fading Channels Sangwoo Park Osvaldo Simeone Joonhyuk Kang 31 51 0 22 Oct 2019
Domain-agnostic Question-Answering with Adversarial Training Seanie Lee Donggyu Kim Jangwon Park OOD 32 72 0 21 Oct 2019
VariBAD: A Very Good Method for Bayes-Adaptive Deep RL via Meta-Learning L. Zintgraf K. Shiarlis Maximilian Igl Sebastian Schulze Y. Gal Katja Hofmann Shimon Whiteson OffRL 6 272 0 18 Oct 2019