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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
Inferential Text Generation with Multiple Knowledge Sources and Meta-Learning Daya Guo Akari Asai Duyu Tang Nan Duan Ming Gong Linjun Shou Daxin Jiang Jian Yin Ming Zhou 36 2 0 07 Apr 2020
Objectness-Aware Few-Shot Semantic Segmentation Yinan Zhao Brian L. Price Scott D. Cohen Danna Gurari VLM 39 1 0 06 Apr 2020
There and Back Again: Revisiting Backpropagation Saliency Methods Sylvestre-Alvise Rebuffi Ruth C. Fong Xu Ji Andrea Vedaldi FAtt XAI 68 113 0 06 Apr 2020
Weakly-Supervised Reinforcement Learning for Controllable Behavior Lisa Lee Benjamin Eysenbach Ruslan Salakhutdinov S. Gu Chelsea Finn SSL 91 26 0 06 Apr 2020
Meta-Learning for Few-Shot NMT Adaptation Amr Sharaf Hany Hassan Hal Daumé 61 35 0 06 Apr 2020
Knowledge Guided Metric Learning for Few-Shot Text Classification Dianbo Sui Yubo Chen B. Mao Delai Qiu Kang Liu Jun Zhao 61 25 0 04 Apr 2020
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection Congying Xia Chenwei Zhang Hoang Nguyen Jiawei Zhang Philip Yu 67 43 0 04 Apr 2020
Sequential Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 68 33 0 03 Apr 2020
Tracking by Instance Detection: A Meta-Learning Approach Guangting Wang Chong Luo Xiaoyan Sun Zhiwei Xiong Wenjun Zeng 82 148 0 02 Apr 2020
Learning Agile Robotic Locomotion Skills by Imitating Animals Xue Bin Peng Erwin Coumans Tingnan Zhang T. Lee Jie Tan Sergey Levine 164 510 0 02 Apr 2020
Scene-Adaptive Video Frame Interpolation via Meta-Learning Myungsub Choi Janghoon Choi Sungyong Baik Tae Hyun Kim Kyoung Mu Lee 93 46 0 02 Apr 2020
Revisiting Pose-Normalization for Fine-Grained Few-Shot Recognition Luming Tang Davis Wertheimer B. Hariharan 77 50 0 01 Apr 2020
Editable Neural Networks A. Sinitsin Vsevolod Plokhotnyuk Dmitriy V. Pyrkin Sergei Popov Artem Babenko KELM 127 183 0 01 Apr 2020
Learning to Select Base Classes for Few-shot Classification Linjun Zhou Peng Cui Xu Jia Shiqiang Yang Q. Tian 94 26 0 01 Apr 2020
Self-Augmentation: Generalizing Deep Networks to Unseen Classes for Few-Shot Learning Jinhwan Seo Hong G Jung Seong-Whan Lee SSL 72 39 0 01 Apr 2020
MetaPoison: Practical General-purpose Clean-label Data Poisoning Wenjie Huang Jonas Geiping Liam H. Fowl Gavin Taylor Tom Goldstein 132 190 0 01 Apr 2020
Knowledge as Priors: Cross-Modal Knowledge Generalization for Datasets without Superior Knowledge Long Zhao Xi Peng Yuxiao Chen Mubbasir Kapadia Dimitris N. Metaxas 86 66 0 01 Apr 2020
Revisiting Few-shot Activity Detection with Class Similarity Control Huijuan Xu Ximeng Sun Eric Tzeng Abir Das Kate Saenko Trevor Darrell 98 10 0 31 Mar 2020
Generative Latent Implicit Conditional Optimization when Learning from Small Sample Idan Azuri D. Weinshall VLM CLL 40 4 0 31 Mar 2020
DPGN: Distribution Propagation Graph Network for Few-shot Learning Ling Yang Liang Li Zilun Zhang Xinyu Zhou Erjin Zhou Yu Liu 107 208 0 31 Mar 2020
Adaptive Personalized Federated Learning Yuyang Deng Mohammad Mahdi Kamani M. Mahdavi FedML 329 567 0 30 Mar 2020
MetaFuse: A Pre-trained Fusion Model for Human Pose Estimation Rongchang Xie Chunyu Wang Yizhou Wang 71 27 0 30 Mar 2020
Learning to Learn Single Domain Generalization Fengchun Qiao Long Zhao Xi Peng OOD 132 445 0 30 Mar 2020
Disturbance-immune Weight Sharing for Neural Architecture Search Shuaicheng Niu Jiaxiang Wu Yifan Zhang Yong Guo P. Zhao Junzhou Huang Mingkui Tan 89 27 0 29 Mar 2020
Meta Fine-Tuning Neural Language Models for Multi-Domain Text Mining Chengyu Wang Minghui Qiu Jun Huang Xiaofeng He AI4CE 101 24 0 29 Mar 2020
When Autonomous Systems Meet Accuracy and Transferability through AI: A Survey Chongzhen Zhang Jianrui Wang Gary G. Yen Chaoqiang Zhao Qiyu Sun Yang Tang Feng Qian Jürgen Kurths AAML 95 20 0 29 Mar 2020
One-Shot Domain Adaptation For Face Generation Chao Yang Ser-Nam Lim OOD CVBM 79 40 0 28 Mar 2020
Generalizable Model-agnostic Semantic Segmentation via Target-specific Normalization Jian Zhang Lei Qi Yinghuan Shi Yang Gao OOD 82 36 0 27 Mar 2020
One-Shot GAN Generated Fake Face Detection Hadi Mansourifar W. Shi CVBM 142 10 0 27 Mar 2020
Negative Margin Matters: Understanding Margin in Few-shot Classification Bin Liu Yue Cao Yutong Lin Qi Li Zheng Zhang Mingsheng Long Han Hu 105 323 0 26 Mar 2020
Instance Credibility Inference for Few-Shot Learning Yikai Wang C. Xu Chen Liu Li Zhang Yanwei Fu 80 164 0 26 Mar 2020
On-the-Fly Adaptation of Source Code Models using Meta-Learning Disha Shrivastava Hugo Larochelle Daniel Tarlow TTA 43 6 0 26 Mar 2020
CAZSL: Zero-Shot Regression for Pushing Models by Generalizing Through Context Wenyu Zhang Skyler Seto Devesh K. Jha 71 5 0 26 Mar 2020
Learning What to Learn for Video Object Segmentation Goutam Bhat Felix Järemo Lawin Martin Danelljan Andreas Robinson Michael Felsberg Luc Van Gool Radu Timofte VOS 97 159 0 25 Mar 2020
Rethinking Class-Balanced Methods for Long-Tailed Visual Recognition from a Domain Adaptation Perspective Muhammad Abdullah Jamal Matthew A. Brown Ming-Hsuan Yang Liqiang Wang Boqing Gong 143 267 0 24 Mar 2020
An empirical investigation of the challenges of real-world reinforcement learning Gabriel Dulac-Arnold Nir Levine D. Mankowitz Jerry Li Cosmin Paduraru Sven Gowal Todd Hester OffRL 105 125 0 24 Mar 2020
Meta Pseudo Labels Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 381 674 0 23 Mar 2020
Weighted Meta-Learning Diana Cai Rishit Sheth Lester W. Mackey Nicolò Fusi 92 12 0 20 Mar 2020
Selecting Relevant Features from a Multi-domain Representation for Few-shot Classification Nikita Dvornik Cordelia Schmid Julien Mairal VLM 231 24 0 20 Mar 2020
Few-Shot Learning with Geometric Constraints Hong G Jung Seong-Whan Lee 73 49 0 20 Mar 2020
Survey of Personalization Techniques for Federated Learning V. Kulkarni Milind Kulkarni Aniruddha Pant FedML 234 333 0 19 Mar 2020
Domain-Adaptive Few-Shot Learning An Zhao Mingyu Ding Zhiwu Lu Tao Xiang Yulei Niu Jiechao Guan Ji-Rong Wen Ping Luo 72 70 0 19 Mar 2020
XtarNet: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning Sung Whan Yoon Do-Yeon Kim Jun Seo Jaekyun Moon CLL 254 46 0 19 Mar 2020
Enhanced POET: Open-Ended Reinforcement Learning through Unbounded Invention of Learning Challenges and their Solutions Rui Wang Joel Lehman Aditya Rawal Jiale Zhi Yulun Li Jeff Clune Kenneth O. Stanley 110 129 0 19 Mar 2020
Efficiently Calibrating Cable-Driven Surgical Robots with RGBD Fiducial Sensing and Recurrent Neural Networks M. Hwang Brijen Thananjeyan Samuel Paradis Daniel Seita Jeffrey Ichnowski Danyal Fer Thomas Low Ken Goldberg 126 4 0 19 Mar 2020
Adaptive-Step Graph Meta-Learner for Few-Shot Graph Classification Ning Ma Jiajun Bu Jieyu Yang Zhen Zhang Chengwei Yao Zhi Yu Sheng Zhou Xifeng Yan 72 5 0 18 Mar 2020
CAFENet: Class-Agnostic Few-Shot Edge Detection Network Younghyun Park Jun Seo Jaekyun Moon 34 1 0 18 Mar 2020
Task-Adaptive Clustering for Semi-Supervised Few-Shot Classification Jun Seo Sung Whan Yoon Jaekyun Moon VLM 26 1 0 18 Mar 2020
Distributed and Democratized Learning: Philosophy and Research Challenges Minh N. H. Nguyen Shashi Raj Pandey K. Thar Nguyen H. Tran Mingzhe Chen Walid Saad Choong Seon Hong 68 14 0 18 Mar 2020
Learning Meta Face Recognition in Unseen Domains Jianzhu Guo Xiangyu Zhu Chenxu Zhao Dong Cao Zhen Lei Stan Z. Li CVBM OOD 101 144 0 17 Mar 2020