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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
Meta-Learning Priors for Safe Bayesian Optimization Jonas Rothfuss Christopher Koenig Alisa Rupenyan Andreas Krause 88 30 0 03 Oct 2022
Efficient Meta-Learning for Continual Learning with Taylor Expansion Approximation Xiaohan Zou Tong Lin CLL 76 2 0 03 Oct 2022
Zero-Shot Policy Transfer with Disentangled Task Representation of Meta-Reinforcement Learning Zheng Wu Yichen Xie Wenzhao Lian Changhao Wang Yanjiang Guo Jianyu Chen S. Schaal Masayoshi Tomizuka OffRL 100 10 0 01 Oct 2022
Offline Handwritten Amharic Character Recognition Using Few-shot Learning Mesay Samuel Gondere Lars Schmidt-Thieme D. Sharma Abiot Sinamo Boltena Abey Bruck OffRL 26 2 0 01 Oct 2022
Learnable Distribution Calibration for Few-Shot Class-Incremental Learning Bin Liu Boyu Yang Lingxi Xie Ren Wang Qi Tian QiXiang Ye CLL 78 18 0 01 Oct 2022
A Dual-Attention Learning Network with Word and Sentence Embedding for Medical Visual Question Answering Xiaofei Huang Hongfang Gong MedIm 106 14 0 01 Oct 2022
Improving ProtoNet for Few-Shot Video Object Recognition: Winner of ORBIT Challenge 2022 Liming Gu Zhixiang Chi Huan Liu Yuanhao Yu Yang Wang 79 7 0 01 Oct 2022
Contrastive Graph Few-Shot Learning Chunhui Zhang Hongfu Liu Jundong Li Yanfang Ye Chuxu Zhang 70 1 0 30 Sep 2022
Revisiting Few-Shot Learning from a Causal Perspective Guoliang Lin Yongheng Xu Hanjiang Lai Jian Yin CML 108 3 0 28 Sep 2022
FedVeca: Federated Vectorized Averaging on Non-IID Data with Adaptive Bi-directional Global Objective Ping Luo Jieren Cheng Zhenhao Liu N. Xiong Jie Wu FedML 73 1 0 28 Sep 2022
An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning Xiu-Shen Wei Hesheng Xu Faen Zhang Yuxin Peng Wei Zhou 81 16 0 28 Sep 2022
Rethinking Clustering-Based Pseudo-Labeling for Unsupervised Meta-Learning Xingping Dong Jianbing Shen Ling Shao 69 9 0 27 Sep 2022
Semi-Synchronous Personalized Federated Learning over Mobile Edge Networks Chaoqun You Daquan Feng Kun Guo Howard H. Yang Tony Q.S. Quek 71 15 0 27 Sep 2022
Enhanced Meta Reinforcement Learning using Demonstrations in Sparse Reward Environments Desik Rengarajan Sapana Chaudhary JaeWon Kim D. Kalathil S. Shakkottai OffRL 65 2 0 26 Sep 2022
Learning to Learn with Generative Models of Neural Network Checkpoints William S. Peebles Ilija Radosavovic Tim Brooks Alexei A. Efros Jitendra Malik UQCV 156 69 0 26 Sep 2022
Meta-Learning a Cross-lingual Manifold for Semantic Parsing Tom Sherborne Mirella Lapata 103 13 0 26 Sep 2022
TaskMix: Data Augmentation for Meta-Learning of Spoken Intent Understanding Surya Kant Sahu 123 0 0 26 Sep 2022
Collaboration of Pre-trained Models Makes Better Few-shot Learner Renrui Zhang Bohao Li Wei Zhang Hao Dong Hongsheng Li Peng Gao Yu Qiao VLM 114 7 0 25 Sep 2022
Blinder: End-to-end Privacy Protection in Sensing Systems via Personalized Federated Learning Xin Yang Omid Ardakanian 62 3 0 24 Sep 2022
Graph Neural Network Expressivity and Meta-Learning for Molecular Property Regression Haitz Sáez de Ocáriz Borde Federico Barbero 94 2 0 24 Sep 2022
Expanding the Deployment Envelope of Behavior Prediction via Adaptive Meta-Learning Boris Ivanovic James Harrison Marco Pavone AI4CE 107 28 0 23 Sep 2022
MetaPrompting: Learning to Learn Better Prompts Yutai Hou Hongyuan Dong Xinghao Wang Bohan Li Wanxiang Che VLM 83 30 0 23 Sep 2022
Active Few-Shot Classification: a New Paradigm for Data-Scarce Learning Settings Aymane Abdali Vincent Gripon Lucas Drumetz Bartosz Bogusławski 78 1 0 23 Sep 2022
An Investigation of the Bias-Variance Tradeoff in Meta-Gradients Risto Vuorio Jacob Beck Shimon Whiteson Jakob N. Foerster Gregory Farquhar 87 7 0 22 Sep 2022
A Closer Look at Learned Optimization: Stability, Robustness, and Inductive Biases James Harrison Luke Metz Jascha Narain Sohl-Dickstein 112 21 0 22 Sep 2022
Modern Machine Learning Tools for Monitoring and Control of Industrial Processes: A Survey R. Bhushan Gopaluni Aditya Tulsyan Benoît Chachuat Biao Huang J. M. Lee Faraz Amjad S. Damarla Jong Woo Kim Nathan P. Lawrence AI4CE 74 38 0 22 Sep 2022
Learning from Symmetry: Meta-Reinforcement Learning with Symmetrical Behaviors and Language Instructions Xiangtong Yao Zhenshan Bing Genghang Zhuang Ke Chen Hongkuan Zhou Kai Huang Alois C. Knoll 81 6 0 21 Sep 2022
Consecutive Knowledge Meta-Adaptation Learning for Unsupervised Medical Diagnosis Yumin Zhang Yawen Hou Xiuyi Chen Hongyuan Yu Long Xia CLL OOD 68 3 0 21 Sep 2022
Query-Guided Networks for Few-shot Fine-grained Classification and Person Search Bharti Munjal Alessandro Flaborea S. Amin F. Tombari Fabio Galasso 60 24 0 21 Sep 2022
On the Convergence Theory of Meta Reinforcement Learning with Personalized Policies Haozhi Wang Qing Wang Yunfeng Shao Dong Li Jianye Hao Yinchuan Li 69 0 0 21 Sep 2022
Soft Action Priors: Towards Robust Policy Transfer M. Centa Philippe Preux OffRL OnRL 22 1 0 20 Sep 2022
MAC: A Meta-Learning Approach for Feature Learning and Recombination S. Tiwari M. Gogoi S. Verma K. P. Singh CLL 79 1 0 20 Sep 2022
Meta-Reinforcement Learning for Adaptive Control of Second Order Systems Daniel G. McClement Nathan P. Lawrence M. Forbes Philip D. Loewen Johan U. Backstrom R. Bhushan Gopaluni OffRL 73 1 0 19 Sep 2022
Learning Symbolic Model-Agnostic Loss Functions via Meta-Learning Christian Raymond Qi Chen Bing Xue Mengjie Zhang FedML 83 13 0 19 Sep 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning Marcus Klasson Hedvig Kjellström Chen Zhang CLL 88 9 0 18 Sep 2022
Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification Yuqing Hu S. Pateux Vincent Gripon 83 16 0 18 Sep 2022
MetaDIP: Accelerating Deep Image Prior with Meta Learning Kevin Zhang Mingyang Xie Maharshi Gor Yi-Ting Chen Yvonne Zhou Christopher A. Metzler AI4CE 71 5 0 18 Sep 2022
Learning to Weight Samples for Dynamic Early-exiting Networks Yizeng Han Yifan Pu Zihang Lai Chaofei Wang S. Song Junfen Cao Wenhui Huang Chao Deng Gao Huang 121 57 0 17 Sep 2022
Few-Shot Classification with Contrastive Learning Zhanyuan Yang Jinghua Wang Ying J. Zhu OODD MQ 107 57 0 17 Sep 2022
Trustworthy Reinforcement Learning Against Intrinsic Vulnerabilities: Robustness, Safety, and Generalizability Mengdi Xu Zuxin Liu Peide Huang Wenhao Ding Zhepeng Cen Yue Liu Ding Zhao 169 47 0 16 Sep 2022
Differentiable Bilevel Programming for Stackelberg Congestion Games Jiayang Li Jiahao Yu Qianni Wang Boyi Liu Zhaoran Wang Y. Nie 83 15 0 15 Sep 2022
Test-Time Prompt Tuning for Zero-Shot Generalization in Vision-Language Models Manli Shu Weili Nie De-An Huang Zhiding Yu Tom Goldstein Anima Anandkumar Chaowei Xiao VLM VPVLM 277 309 0 15 Sep 2022
Forgetting to Remember: A Scalable Incremental Learning Framework for Cross-Task Blind Image Quality Assessment Rui Ma Qingbo Wu K. Ngan Hongliang Li Fanman Meng Linfeng Xu CLL 92 15 0 15 Sep 2022
Towards Better Generalization with Flexible Representation of Multi-Module Graph Neural Networks Hyungeun Lee Kijung Yoon AI4CE 69 2 0 14 Sep 2022
Meta-RegGNN: Predicting Verbal and Full-Scale Intelligence Scores using Graph Neural Networks and Meta-Learning Imen Jegham I. Rekik 84 3 0 14 Sep 2022
Classical Sequence Match is a Competitive Few-Shot One-Class Learner Mengting Hu H. Gao Yinhao Bai Mingming Liu 70 0 0 14 Sep 2022
Designing Biological Sequences via Meta-Reinforcement Learning and Bayesian Optimization Leo Feng Padideh Nouri Aneri Muni Yoshua Bengio Pierre-Luc Bacon 173 4 0 13 Sep 2022
Federated Meta-Learning for Traffic Steering in O-RAN Hakan Erdol Xiaoyang Wang Peizheng Li Jonathan D. Thomas Robert Piechocki G. Oikonomou Rui Inacio A. Ahmad K. Briggs S. Kapoor 29 13 0 13 Sep 2022
Risk-aware Meta-level Decision Making for Exploration Under Uncertainty Joshua Ott Sung-Kyun Kim Amanda Bouman Oriana Peltzer Mamoru Sobue Harrison Delecki Mykel J. Kochenderfer J. W. Burdick Ali-akbar Agha-mohammadi 102 6 0 12 Sep 2022
Style Variable and Irrelevant Learning for Generalizable Person Re-identification Haobo Chen Chuyang Zhao Kai-Chun Tu Junru Chen Yadong Li Boxun Li 74 5 0 12 Sep 2022