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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
Domain-Agnostic Few-Shot Classification by Learning Disparate Modulators Yongseok Choi Junyoung Park Subin Yi D.-Y. Cho OOD 30 0 0 11 Sep 2019
Meta-Learning with Implicit Gradients Aravind Rajeswaran Chelsea Finn Sham Kakade Sergey Levine 250 859 0 10 Sep 2019
Discovery of Useful Questions as Auxiliary Tasks Vivek Veeriah Matteo Hessel Zhongwen Xu Richard L. Lewis Janarthanan Rajendran Junhyuk Oh H. V. Hasselt David Silver Satinder Singh LLMAG 81 85 0 10 Sep 2019
A Meta-Learning Framework for Generalized Zero-Shot Learning Vinay Kumar Verma Dhanajit Brahma Piyush Rai BDL DiffM VLM 75 19 0 10 Sep 2019
PARN: Position-Aware Relation Networks for Few-Shot Learning Ziyang Wu Yuwei Li Lihua Guo Kui Jia 75 88 0 10 Sep 2019
Bayesian Relational Memory for Semantic Visual Navigation Yi Wu Yuxin Wu Aviv Tamar Stuart J. Russell Georgia Gkioxari Yuandong Tian BDL 128 105 0 10 Sep 2019
Learning to Learn and Predict: A Meta-Learning Approach for Multi-Label Classification Jiawei Wu Wenhan Xiong William Yang Wang 72 71 0 09 Sep 2019
Meta-learnt priors slow down catastrophic forgetting in neural networks G. Spigler CLL 53 10 0 09 Sep 2019
Policy Space Identification in Configurable Environments Alberto Maria Metelli G. Manneschi Marcello Restelli 58 11 0 09 Sep 2019
Countering the Effects of Lead Bias in News Summarization via Multi-Stage Training and Auxiliary Losses Matt Grenander Yue Dong Jackie C.K. Cheung Annie Louis 79 36 0 08 Sep 2019
Episode-based Prototype Generating Network for Zero-Shot Learning YunLong Yu Zhong Ji Zhongfei Zhang Jungong Han VLM 82 145 0 08 Sep 2019
Transferable Neural Processes for Hyperparameter Optimization Ying Wei P. Zhao Huaxiu Yao Junzhou Huang BDL 52 8 0 07 Sep 2019
A Baseline for Few-Shot Image Classification Guneet Singh Dhillon Pratik Chaudhari Avinash Ravichandran Stefano Soatto 136 584 0 06 Sep 2019
Efficient Automatic Meta Optimization Search for Few-Shot Learning Xinyue Zheng Peng Wang Qigang Wang Zhongchao Shi Feiyu Xu 26 0 0 06 Sep 2019
Learning Action-Transferable Policy with Action Embedding Yu Chen Yingfeng Chen Zhipeng Hu Tianpei Yang Changjie Fan Yang Yu Jianye Hao 86 0 0 05 Sep 2019
Meta Learning with Relational Information for Short Sequences Yujia Xie Haoming Jiang Feng Liu T. Zhao H. Zha 86 14 0 04 Sep 2019
Towards Realistic Practices In Low-Resource Natural Language Processing: The Development Set Katharina Kann Kyunghyun Cho Samuel R. Bowman 60 44 0 04 Sep 2019
Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs Yin Hua Wen Zhang Wei Zhang Qiang Chen Huajun Chen KELM 148 188 0 04 Sep 2019
Generalization in Transfer Learning S. E. Ada Emre Ugur H. L. Akin 72 18 0 03 Sep 2019
Out-of-Domain Detection for Low-Resource Text Classification Tasks Ming Tan Yang Yu Haoyu Wang Dakuo Wang Saloni Potdar Shiyu Chang Mo Yu OODD 78 58 0 31 Aug 2019
Meta-Learning with Warped Gradient Descent Sebastian Flennerhag Andrei A. Rusu Razvan Pascanu Francesco Visin Hujun Yin R. Hadsell 110 210 0 30 Aug 2019
Exploring Domain Shift in Extractive Text Summarization Danqing Wang Pengfei Liu Ming Zhong Jie Fu Xipeng Qiu Xuanjing Huang 75 36 0 30 Aug 2019
Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations Xin Lv Yuxian Gu Xu Han Lei Hou Juan-Zi Li Zhiyuan Liu LRM 84 88 0 30 Aug 2019
Learning to Transfer Learn: Reinforcement Learning-Based Selection for Adaptive Transfer Learning Linchao Zhu Sercan O. Arik Yezhou Yang Tomas Pfister 76 5 0 29 Aug 2019
Neural Snowball for Few-Shot Relation Learning Tianyu Gao Xu Han Ruobing Xie Zhiyuan Liu Fen Lin Leyu Lin Maosong Sun 104 79 0 29 Aug 2019
Deep Learning Theory Review: An Optimal Control and Dynamical Systems Perspective Guan-Horng Liu Evangelos A. Theodorou AI4CE 121 72 0 28 Aug 2019
Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks Zi-Yi Dou Keyi Yu Antonios Anastasopoulos 71 127 0 27 Aug 2019
On the Convergence Theory of Gradient-Based Model-Agnostic Meta-Learning Algorithms Alireza Fallah Aryan Mokhtari Asuman Ozdaglar 143 225 0 27 Aug 2019
Large-Scale Historical Watermark Recognition: dataset and a new consistency-based approach Xi Shen Ilaria Pastrolin Oumayma Bounou Spyros Gidaris Marc Smith Olivier Poncet Mathieu Aubry 31 16 0 27 Aug 2019
Learning Continually from Low-shot Data Stream Canyu Le Xihan Wei Biao Wang L. Zhang Zhonggui Chen CLL 24 3 0 27 Aug 2019
MetaMixUp: Learning Adaptive Interpolation Policy of MixUp with Meta-Learning Zhijun Mai Guosheng Hu Dexiong Chen Fumin Shen Heng Tao Shen 60 43 0 27 Aug 2019
An Introduction to Advanced Machine Learning : Meta Learning Algorithms, Applications and Promises F. Mohammadi M. Amini H. Arabnia OffRL 65 22 0 26 Aug 2019
Fairness Warnings and Fair-MAML: Learning Fairly with Minimal Data Dylan Slack Sorelle A. Friedler Emile Givental FaML 118 55 0 24 Aug 2019
Self-reinforcing Unsupervised Matching Jiang Lu Lei Li Changshui Zhang 54 5 0 23 Aug 2019
When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification Shumin Deng Ningyu Zhang Zhanlin Sun Jiaoyan Chen Huajun Chen VLM 79 45 0 22 Aug 2019
P2L: Predicting Transfer Learning for Images and Semantic Relations Bishwaranjan Bhattacharjee J. Kender Matthew Q. Hill Parijat Dube Siyu Huo Michael R. Glass Brian M. Belgodere Sharath Pankanti Noel Codella Patrick Watson VLM 83 13 0 20 Aug 2019
Transferring Robustness for Graph Neural Network Against Poisoning Attacks Xianfeng Tang Yandong Li Yiwei Sun Huaxiu Yao P. Mitra Suhang Wang OOD AAML 122 184 0 20 Aug 2019
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment Kaixin Wang Jun Hao Liew Yingtian Zou Daquan Zhou Jiashi Feng VLM 86 1,078 0 18 Aug 2019
Task-Assisted Domain Adaptation with Anchor Tasks Zhizhong Li Linjie Luo Sergey Tulyakov Qieyun Dai Derek Hoiem CVBM 71 0 0 16 Aug 2019
Continuous Relaxation of Symbolic Planner for One-Shot Imitation Learning De-An Huang Danfei Xu Yuke Zhu Animesh Garg Silvio Savarese Fei-Fei Li Juan Carlos Niebles CLL 153 18 0 16 Aug 2019
Few-shot Text Classification with Distributional Signatures Yujia Bao Menghua Wu Shiyu Chang Regina Barzilay 94 169 0 16 Aug 2019
Skill Transfer in Deep Reinforcement Learning under Morphological Heterogeneity Yang Hu Giovanni Montana 57 6 0 14 Aug 2019
Few-Shot Learning with Global Class Representations Tiange Luo Aoxue Li Tao Xiang Weiran Huang Liwei Wang 125 114 0 14 Aug 2019
Memory-Based Neighbourhood Embedding for Visual Recognition Suichan Li Dapeng Chen B. Liu Nenghai Yu Rui Zhao 132 39 0 14 Aug 2019
Meta Reasoning over Knowledge Graphs Hong Wang Wenhan Xiong Mo Yu Xiaoxiao Guo Shiyu Chang William Yang Wang ReLM LRM 75 8 0 13 Aug 2019
Inverse Rational Control with Partially Observable Continuous Nonlinear Dynamics Saurabh Daptardar Paul Schrater Xaq Pitkow 76 39 0 13 Aug 2019
Fast Adaptation with Meta-Reinforcement Learning for Trust Modelling in Human-Robot Interaction Yuan Gao E. Sibirtseva Ginevra Castellano Danica Kragic 69 21 0 12 Aug 2019
Recognizing Part Attributes with Insufficient Data Xiangyu Zhao Yi Yang Feng Zhou Xiao Tan Yuchen Yuan Sid Ying-Ze Bao Ying Nian Wu 51 20 0 09 Aug 2019
Dynamic Scale Inference by Entropy Minimization Dequan Wang Evan Shelhamer Bruno A. Olshausen Trevor Darrell 153 7 0 08 Aug 2019
Progressive Transfer Learning Zhengxu Yu Long Wei Zhongming Jin Jianqiang Huang Deng Cai Xiansheng Hua VLM 58 10 0 07 Aug 2019