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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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Physarum Powered Differentiable Linear Programming Layers and Applications Zihang Meng Sathya Ravi Vikas Singh 87 5 0 30 Apr 2020
Meta-Reinforcement Learning for Robotic Industrial Insertion Tasks Gerrit Schoettler Ashvin Nair J. A. Ojea Sergey Levine Eugen Solowjow OffRL OnRL 70 87 0 29 Apr 2020
Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation Nithin Holla Pushkar Mishra H. Yannakoudakis Ekaterina Shutova 88 28 0 29 Apr 2020
Meta-Transfer Learning for Code-Switched Speech Recognition Genta Indra Winata Samuel Cahyawijaya Zhaojiang Lin Zihan Liu Peng Xu Pascale Fung 92 56 0 29 Apr 2020
Meta-Learning for Few-Shot Land Cover Classification M. Rußwurm Sherrie Wang Marco Körner David B. Lobell 83 84 0 28 Apr 2020
Learning to Learn Morphological Inflection for Resource-Poor Languages Katharina Kann Samuel R. Bowman Kyunghyun Cho 46 9 0 28 Apr 2020
Evolving Inborn Knowledge For Fast Adaptation in Dynamic POMDP Problems Eseoghene Ben-Iwhiwhu Pawel Ladosz Jeffery Dick Wen‐Hua Chen Praveen K. Pilly Andrea Soltoggio 102 9 0 27 Apr 2020
Empirical Bayes Transductive Meta-Learning with Synthetic Gradients S. Hu Pablo G. Moreno Yanghua Xiao Xin Shen G. Obozinski Neil D. Lawrence Andreas C. Damianou BDL 99 125 0 27 Apr 2020
Challenge Closed-book Science Exam: A Meta-learning Based Question Answering System Xinyue Zheng Peng Wang Qigang Wang Zhongchao Shi RALM 26 0 0 26 Apr 2020
MICK: A Meta-Learning Framework for Few-shot Relation Classification with Small Training Data Xiaoqing Geng Xiwen Chen Kenny Q. Zhu Libin Shen Yinggong Zhao 34 1 0 26 Apr 2020
A Perspective on Deep Learning for Molecular Modeling and Simulations Jun Zhang Yao-Kun Lei Zhen Zhang Junhan Chang Maodong Li Xu Han Lijiang Yang Yue Yang Y. Gao AI4CE 119 8 0 25 Apr 2020
Improved Adversarial Training via Learned Optimizer Yuanhao Xiong Cho-Jui Hsieh AAML 81 31 0 25 Apr 2020
Explicit Domain Adaptation with Loosely Coupled Samples Oliver Scheel L. Schwarz Nassir Navab Federico Tombari OOD 40 2 0 24 Apr 2020
ST $^2$ : Small-data Text Style Transfer via Multi-task Meta-Learning Xiwen Chen Kenny Q. Zhu CLIP 69 5 0 24 Apr 2020
Few-Shot Class-Incremental Learning Xiaoyu Tao Xiaopeng Hong Xinyuan Chang Songlin Dong Xing Wei Yihong Gong CLL 111 419 0 23 Apr 2020
Learning to Classify Intents and Slot Labels Given a Handful of Examples Jason Krone Yi Zhang Mona T. Diab VLM 82 47 0 22 Apr 2020
Alleviating the Incompatibility between Cross Entropy Loss and Episode Training for Few-shot Skin Disease Classification Wei-wei Zhu Haofu Liao Wenbin Li Weijian Li Jiebo Luo 86 17 0 21 Apr 2020
Pose Manipulation with Identity Preservation Andrei-Timotei Ardelean L. Sasu CVBM 30 0 0 20 Apr 2020
Dynamic Knowledge Graph-based Dialogue Generation with Improved Adversarial Meta-Learning Hongcai Xu J. Bao Gaojie Zhang 82 8 0 19 Apr 2020
Knowledge-graph based Proactive Dialogue Generation with Improved Meta-Learning Hongcai Xu J. Bao Junqing Wang 66 9 0 19 Apr 2020
Model-Predictive Control via Cross-Entropy and Gradient-Based Optimization Homanga Bharadhwaj Kevin Xie Florian Shkurti 62 50 0 19 Apr 2020
Reinforcement Meta-Learning for Interception of Maneuvering Exoatmospheric Targets with Parasitic Attitude Loop B. Gaudet R. Furfaro R. Linares A. Scorsoglio 43 20 0 18 Apr 2020
Meta-Meta Classification for One-Shot Learning Arkabandhu Chowdhury Dipak Chaudhari Swarat Chaudhuri C. Jermaine 74 5 0 17 Apr 2020
A Comprehensive Overview and Survey of Recent Advances in Meta-Learning Huimin Peng VLM OffRL 121 35 0 17 Apr 2020
Divergent Search for Few-Shot Image Classification Jeremy Tan Bernhard Kainz 45 0 0 16 Apr 2020
A Game Theoretic Framework for Model Based Reinforcement Learning Aravind Rajeswaran Igor Mordatch Vikash Kumar OffRL 60 128 0 16 Apr 2020
Shortcut Learning in Deep Neural Networks Robert Geirhos J. Jacobsen Claudio Michaelis R. Zemel Wieland Brendel Matthias Bethge Felix Wichmann 233 2,074 0 16 Apr 2020
Zero-Shot Compositional Policy Learning via Language Grounding Tianshi Cao Jingkang Wang Yining Zhang S. Manivasagam LM&Ro 62 2 0 15 Apr 2020
Defining Benchmarks for Continual Few-Shot Learning Antreas Antoniou Massimiliano Patacchiola Mateusz Ochal Amos Storkey 56 38 0 15 Apr 2020
lamBERT: Language and Action Learning Using Multimodal BERT Kazuki Miyazawa Tatsuya Aoki Takato Horii Takayuki Nagai SSL LM&Ro 85 12 0 15 Apr 2020
TXtract: Taxonomy-Aware Knowledge Extraction for Thousands of Product Categories Giannis Karamanolakis Jun Ma Xin Luna Dong 61 65 0 15 Apr 2020
Balancing Training for Multilingual Neural Machine Translation Xinyi Wang Yulia Tsvetkov Graham Neubig 128 101 0 14 Apr 2020
Weight Poisoning Attacks on Pre-trained Models Keita Kurita Paul Michel Graham Neubig AAML SILM 152 458 0 14 Apr 2020
Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors Mateusz Michalkiewicz Sarah Parisot Stavros Tsogkas Mahsa Baktash Anders P. Eriksson Eugene Belilovsky 3DV 72 25 0 14 Apr 2020
Regularizing Meta-Learning via Gradient Dropout Hung-Yu Tseng Yi-Wen Chen Yi-Hsuan Tsai Sifei Liu Yen-Yu Lin Ming-Hsuan Yang 71 34 0 13 Apr 2020
Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data Augmentation Tiexin Qin Wenbin Li Yinghuan Shi Yang Gao 69 16 0 13 Apr 2020
Pre-training Text Representations as Meta Learning Shangwen Lv Yuechen Wang Daya Guo Duyu Tang Nan Duan ... Ryan Ma Daxin Jiang Guihong Cao Ming Zhou Songlin Hu AIMat SSL AI4CE 36 9 0 12 Apr 2020
MetaIQA: Deep Meta-learning for No-Reference Image Quality Assessment Hancheng Zhu Leida Li Jinjian Wu W. Dong Guangming Shi 82 287 0 11 Apr 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 420 2,005 0 11 Apr 2020
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases Luchen Liu Zequn Liu Haoxian Wu Zichang Wang Jianhao Shen Yiping Song Ming Zhang 45 19 0 11 Apr 2020
MA 3 : Model Agnostic Adversarial Augmentation for Few Shot learning Rohit Jena Shirsendu Sukanta Halder Katia Sycara VLM 22 1 0 10 Apr 2020
Training few-shot classification via the perspective of minibatch and pretraining Meiyu Huang Xueshuang Xiang Yao Xu VLM 17 2 0 10 Apr 2020
Orthogonal Over-Parameterized Training Weiyang Liu Rongmei Lin Zhen Liu James M. Rehg Liam Paull Li Xiong Le Song Adrian Weller 82 45 0 09 Apr 2020
Online Meta-Learning for Multi-Source and Semi-Supervised Domain Adaptation Da Li Timothy M. Hospedales 84 103 0 09 Apr 2020
nPINNs: nonlocal Physics-Informed Neural Networks for a parametrized nonlocal universal Laplacian operator. Algorithms and Applications G. Pang M. DÉlia M. Parks George Karniadakis PINN 62 155 0 08 Apr 2020
Deep Learning and Open Set Malware Classification: A Survey Jingyun Jia 31 2 0 08 Apr 2020
Empirical Perspectives on One-Shot Semi-supervised Learning L. Smith A. Conovaloff 31 1 0 08 Apr 2020
MetaSleepLearner: A Pilot Study on Fast Adaptation of Bio-signals-Based Sleep Stage Classifier to New Individual Subject Using Meta-Learning Nannapas Banluesombatkul Pichayoot Ouppaphan Pitshaporn Leelaarporn Payongkit Lakhan Busarakum Chaitusaney ... Ekapol Chuangsuwanich Wei Chen Huy Phan Nat Dilokthanakul Theerawit Wilaiprasitporn 106 1 0 08 Apr 2020
Optimistic Agent: Accurate Graph-Based Value Estimation for More Successful Visual Navigation M. Moghaddam Qi Wu Ehsan Abbasnejad Javen Qinfeng Shi 66 4 0 07 Apr 2020
More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction Xu Han Tianyu Gao Yankai Lin Hao Peng Yaoliang Yang Chaojun Xiao Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 111 138 0 07 Apr 2020