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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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Causal Reasoning from Meta-reinforcement Learning Ishita Dasgupta Jane X. Wang Silvia Chiappa Jovana Mitrović Pedro A. Ortega David Raposo Edward Hughes Peter W. Battaglia M. Botvinick Z. Kurth-Nelson CML LRM 71 122 0 23 Jan 2019
Meta-Learning Mean Functions for Gaussian Processes Vincent Fortuin Heiko Strathmann Gunnar Rätsch BDL FedML MLT 119 29 0 23 Jan 2019
Physics-Constrained Deep Learning for High-dimensional Surrogate Modeling and Uncertainty Quantification without Labeled Data Yinhao Zhu N. Zabaras P. Koutsourelakis P. Perdikaris PINN AI4CE 145 876 0 18 Jan 2019
Ubiquitous Acoustic Sensing on Commodity IoT Devices: A Survey Chao Cai Rong Zheng Jun Luo 69 64 0 11 Jan 2019
FIGR: Few-shot Image Generation with Reptile Louis Clouâtre Marc Demers GAN VLM 57 98 0 08 Jan 2019
Exploring applications of deep reinforcement learning for real-world autonomous driving systems V. Talpaert Ibrahim Sobh Ravi Kiran Patrick Mannion S. Yogamani Ahmad El-Sallab P. Pérez 70 74 0 06 Jan 2019
Mid-Level Visual Representations Improve Generalization and Sample Efficiency for Learning Visuomotor Policies Alexander Sax Bradley Emi Amir Zamir Leonidas Guibas Silvio Savarese Jitendra Malik SSL 84 16 0 31 Dec 2018
Meta Reinforcement Learning with Distribution of Exploration Parameters Learned by Evolution Strategies Yiming Shen Kehan Yang Yufeng Yuan Simon Cheng Liu 19 0 0 29 Dec 2018
Generative Adversarial User Model for Reinforcement Learning Based Recommendation System Xinshi Chen Shuang Li Hui Li Shaohua Jiang Yuan Qi Le Song 84 209 0 27 Dec 2018
Adversarial Attack and Defense on Graph Data: A Survey Lichao Sun Yingtong Dou Carl Yang Ji Wang Yixin Liu Philip S. Yu Lifang He Yangqiu Song GNN AAML 139 286 0 26 Dec 2018
An Investigation of Few-Shot Learning in Spoken Term Classification Yangbin Chen Tom Ko Lifeng Shang Xiao Chen Xin Jiang Qing Li 64 7 0 26 Dec 2018
Similarity R-C3D for Few-shot Temporal Activity Detection Huijuan Xu Bingyi Kang Ximeng Sun Jiashi Feng Kate Saenko Trevor Darrell 76 11 0 25 Dec 2018
Meta Architecture Search Albert Eaton Shaw Wei Wei Weiyang Liu Le Song Bo Dai BDL 73 35 0 22 Dec 2018
Learning Compositional Representations for Few-Shot Recognition P. Tokmakov Yu-Xiong Wang M. Hebert OCL 98 126 0 21 Dec 2018
Deep Metric Transfer for Label Propagation with Limited Annotated Data Bin Liu Zhirong Wu Han Hu Stephen Lin 84 62 0 20 Dec 2018
Modular meta-learning in abstract graph networks for combinatorial generalization Ferran Alet Maria Bauzá Alberto Rodriguez Tomas Lozano-Perez L. Kaelbling GNN 69 3 0 19 Dec 2018
Deep Online Learning via Meta-Learning: Continual Adaptation for Model-Based RL Anusha Nagabandi Chelsea Finn Sergey Levine OffRL CLL 107 191 0 18 Dec 2018
Universal Successor Features Approximators Diana Borsa André Barreto John Quan D. Mankowitz Rémi Munos H. V. Hasselt David Silver Tom Schaul 89 117 0 18 Dec 2018
Toward Multimodal Model-Agnostic Meta-Learning Risto Vuorio Shao-Hua Sun Hexiang Hu Joseph J. Lim 95 32 0 18 Dec 2018
Learning Private Neural Language Modeling with Attentive Aggregation Shaoxiong Ji Shirui Pan Guodong Long Xue Li Jing Jiang Zi Huang FedML MoMe 85 142 0 17 Dec 2018
An Atari Model Zoo for Analyzing, Visualizing, and Comparing Deep Reinforcement Learning Agents F. Such Vashisht Madhavan Rosanne Liu Rui Wang Pablo Samuel Castro ... Jiale Zhi Ludwig Schubert Marc G. Bellemare Jeff Clune Joel Lehman OffRL 83 54 0 17 Dec 2018
AI-Aided Online Adaptive OFDM Receiver: Design and Experimental Results Peiwen Jiang Tianqi Wang B. Han Xuanxuan Gao Jing Zhang Chao-Kai Wen Shi Jin Geoffrey Ye Li 68 34 0 17 Dec 2018
Reconciling meta-learning and continual learning with online mixtures of tasks Ghassen Jerfel Erin Grant Thomas Griffiths Katherine A. Heller FedML CLL BDL 112 12 0 14 Dec 2018
MetaStyle: Three-Way Trade-Off Among Speed, Flexibility, and Quality in Neural Style Transfer Fangqiu Yi Yixin Zhu Song-Chun Zhu 77 30 0 13 Dec 2018
Learning to Learn from Noisy Labeled Data Junnan Li Yongkang Wong Qi Zhao Mohan Kankanhalli NoLa 84 334 0 13 Dec 2018
An Empirical Study of Example Forgetting during Deep Neural Network Learning Mariya Toneva Alessandro Sordoni Rémi Tachet des Combes Adam Trischler Yoshua Bengio Geoffrey J. Gordon 227 745 0 12 Dec 2018
On the potential for open-endedness in neural networks N. Guttenberg N. Virgo A. Penn 64 10 0 12 Dec 2018
Prior-Knowledge and Attention-based Meta-Learning for Few-Shot Learning Yunxiao Qin Weiguo Zhang Chenxu Zhao Zezheng Wang Xiangyu Zhu Guojun Qi Jingping Shi Zhen Lei 74 24 0 11 Dec 2018
Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions Han-Jia Ye Hexiang Hu De-Chuan Zhan Fei Sha 205 670 0 10 Dec 2018
Efficient transfer learning and online adaptation with latent variable models for continuous control Christian F. Perez F. Such Theofanis Karaletsos OffRL 75 14 0 08 Dec 2018
Wireless Network Intelligence at the Edge Jihong Park S. Samarakoon M. Bennis Mérouane Debbah 113 521 0 07 Dec 2018
Online Model Distillation for Efficient Video Inference Ravi Teja Mullapudi Steven Chen Keyi Zhang Deva Ramanan Kayvon Fatahalian VGen 109 115 0 06 Dec 2018
Meta-Transfer Learning for Few-Shot Learning Qianru Sun Yaoyao Liu Tat-Seng Chua Bernt Schiele 227 1,077 0 06 Dec 2018
The effects of negative adaptation in Model-Agnostic Meta-Learning T. Deleu Yoshua Bengio 89 20 0 05 Dec 2018
Few-shot Object Detection via Feature Reweighting Bingyi Kang Zhuang Liu Xin Wang Feng Yu Jiashi Feng Trevor Darrell ObjD OffRL 131 701 0 05 Dec 2018
Meta Learning Deep Visual Words for Fast Video Object Segmentation Harkirat Singh Behl M. Najafi Anurag Arnab Philip Torr VOS 56 18 0 04 Dec 2018
LEAF: A Benchmark for Federated Settings S. Caldas Sai Meher Karthik Duddu Peter Wu Tian Li Jakub Konecný H. B. McMahan Virginia Smith Ameet Talwalkar FedML 171 1,426 0 03 Dec 2018
Learning to Learn How to Learn: Self-Adaptive Visual Navigation Using Meta-Learning Mitchell Wortsman Kiana Ehsani Mohammad Rastegari Ali Farhadi Roozbeh Mottaghi SSL 94 223 0 03 Dec 2018
Interpretable Deep Learning under Fire Xinyang Zhang Ningfei Wang Hua Shen S. Ji Xiapu Luo Ting Wang AAML AI4CE 138 174 0 03 Dec 2018
Visual Foresight: Model-Based Deep Reinforcement Learning for Vision-Based Robotic Control F. Ebert Chelsea Finn Sudeep Dasari Annie Xie Alex X. Lee Sergey Levine SSL 120 392 0 03 Dec 2018
Cross-Modulation Networks for Few-Shot Learning Hugo Prol Vincent Dumoulin Luis Herranz 71 15 0 01 Dec 2018
An Introduction to Deep Reinforcement Learning Vincent François-Lavet Peter Henderson Riashat Islam Marc G. Bellemare Joelle Pineau OffRL AI4CE 173 1,279 0 30 Nov 2018
Unsupervised Meta-Learning For Few-Shot Image Classification Siavash Khodadadeh Ladislau Bölöni M. Shah SSL VLM 71 140 0 28 Nov 2018
Formulating Camera-Adaptive Color Constancy as a Few-shot Meta-Learning Problem Jingyu Sun Sarah Parisot Fengwei Zhou Xingzhi Zhang A. Leonardis Zhenguo Li Greg Slabaugh 43 8 0 28 Nov 2018
One-Shot Instance Segmentation Claudio Michaelis Ivan Ustyuzhaninov Matthias Bethge Alexander S. Ecker ISeg 109 89 0 28 Nov 2018
Scaling Configuration of Energy Harvesting Sensors with Reinforcement Learning Francesco Fraternali Bharathan Balaji Rajesh E. Gupta 46 28 0 27 Nov 2018
Spatially Controllable Image Synthesis with Internal Representation Collaging Ryohei Suzuki Masanori Koyama Takeru Miyato Taizan Yonetsuji Huachun Zhu 76 41 0 26 Nov 2018
Guiding Policies with Language via Meta-Learning John D. Co-Reyes Abhishek Gupta Suvansh Sanjeev Nick Altieri Jacob Andreas John DeNero Pieter Abbeel Sergey Levine LM&Ro 85 64 0 19 Nov 2018
Representation based and Attention augmented Meta learning Yunxiao Qin Chenxu Zhao Zezheng Wang Junliang Xing Jun Wan Zhen Lei 37 1 0 19 Nov 2018
RelationNet2: Deep Comparison Columns for Few-Shot Learning Xueting Zhang Yuting Qiang Flood Sung Yongxin Yang Timothy M. Hospedales 64 18 0 17 Nov 2018