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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
Bayesian Meta-reinforcement Learning for Traffic Signal Control Yayi Zou Zhiwei Qin BDL 46 3 0 01 Oct 2020
Few-shot Learning for Time-series Forecasting Tomoharu Iwata Atsutoshi Kumagai AI4TS 56 18 0 30 Sep 2020
Understanding Human Intelligence through Human Limitations Thomas Griffiths 102 70 0 29 Sep 2020
Towards Effective Context for Meta-Reinforcement Learning: an Approach based on Contrastive Learning Haotian Fu Hongyao Tang Jianye Hao Chong Chen Xidong Feng Dong Li Wulong Liu OffRL 83 50 0 29 Sep 2020
MetaMix: Improved Meta-Learning with Interpolation-based Consistency Regularization Yangbin Chen Yun Ma Tom Ko Jianping Wang Qing Li VLM 56 8 0 29 Sep 2020
A Flow Base Bi-path Network for Cross-scene Video Crowd Understanding in Aerial View Zhiyuan Zhao T. Han Junyu Gao Qi. Wang Xuelong Li 53 9 0 29 Sep 2020
Learning Knowledge Bases with Parameters for Task-Oriented Dialogue Systems Andrea Madotto Samuel Cahyawijaya Genta Indra Winata Yan Xu Zihan Liu Zhaojiang Lin Pascale Fung 122 64 0 28 Sep 2020
RS-MetaNet: Deep meta metric learning for few-shot remote sensing scene classification Haifeng Li Zhenqi Cui Zhiqiang Zhu Lixing Chen Jiawei Zhu Haozhe Huang Chao Tao 92 93 0 28 Sep 2020
BOML: A Modularized Bilevel Optimization Library in Python for Meta Learning Yaohua Liu Risheng Liu 67 10 0 28 Sep 2020
Learning to Adapt Multi-View Stereo by Self-Supervision Arijit Mallick J. Stückler Hendrik Lensch 59 13 0 28 Sep 2020
Interventional Few-Shot Learning Zhongqi Yue Hanwang Zhang Qianru Sun Xiansheng Hua 120 235 0 28 Sep 2020
A Primal-Dual Subgradient Approachfor Fair Meta Learning Chenxu Zhao Feng Chen Zhuoyi Wang Latifur Khan FaML 58 0 0 26 Sep 2020
Domain Generalization via Semi-supervised Meta Learning Hossein Sharifi-Noghabi Hossein Asghari Nazanin Mehrasa Martin Ester OOD 64 11 0 26 Sep 2020
Complementary Meta-Reinforcement Learning for Fault-Adaptive Control Ibrahim Ahmed Marcos Quiñones-Grueiro G. Biswas 51 8 0 26 Sep 2020
Few-shot Object Detection with Self-adaptive Attention Network for Remote Sensing Images Zixuan Xiao Wei Xue P. Zhong 130 33 0 26 Sep 2020
A Meta-learning based Distribution System Load Forecasting Model Selection Framework Yiyan Li Si Zhang R. Hu N. Lu 52 24 0 25 Sep 2020
Attribute Propagation Network for Graph Zero-shot Learning Lu Liu Dinesh Manocha Guodong Long Jing Jiang Chengqi Zhang VLM 90 75 0 24 Sep 2020
Unfairness Discovery and Prevention For Few-Shot Regression Chengli Zhao Feng Chen 73 22 0 23 Sep 2020
Fair Meta-Learning For Few-Shot Classification Chengli Zhao Changbin Li Jincheng Li Feng Chen FaML 65 26 0 23 Sep 2020
Learning Mixtures of Low-Rank Models Yanxi Chen Cong Ma H. Vincent Poor Yuxin Chen 57 14 0 23 Sep 2020
Fuzzy Simplicial Networks: A Topology-Inspired Model to Improve Task Generalization in Few-shot Learning Henry Kvinge Zach New Nico Courts J. H. Lee Lauren A. Phillips Court D. Corley Aaron Tuor Andrew Avila Nathan Oken Hodas 31 2 0 23 Sep 2020
Tasks, stability, architecture, and compute: Training more effective learned optimizers, and using them to train themselves Luke Metz Niru Maheswaranathan C. Freeman Ben Poole Jascha Narain Sohl-Dickstein 156 61 0 23 Sep 2020
FedCluster: Boosting the Convergence of Federated Learning via Cluster-Cycling Cheng Chen Ziyi Chen Yi Zhou B. Kailkhura FedML 69 62 0 22 Sep 2020
Tailoring: encoding inductive biases by optimizing unsupervised objectives at prediction time Ferran Alet Maria Bauza Kenji Kawaguchi Nurullah Giray Kuru Tomas Lozano-Perez L. Kaelbling AI4CE 115 16 0 22 Sep 2020
Feed-Forward On-Edge Fine-tuning Using Static Synthetic Gradient Modules R. Neven Marian Verhelst Tinne Tuytelaars Toon Goedemé 67 1 0 21 Sep 2020
Vector Projection Network for Few-shot Slot Tagging in Natural Language Understanding Su Zhu Ruisheng Cao Lu Chen Kai Yu VLM 67 9 0 21 Sep 2020
Knowledge-Guided Multi-Label Few-Shot Learning for General Image Recognition Tianshui Chen Liang Lin Riquan Chen X. Hui Hefeng Wu 96 157 0 20 Sep 2020
AAA: Adaptive Aggregation of Arbitrary Online Trackers with Theoretical Performance Guarantee Heon Song D. Suehiro S. Uchida VOT 62 2 0 19 Sep 2020
Weak-shot Fine-grained Classification via Similarity Transfer Junjie Chen Li Niu Liu Liu Liqing Zhang 113 21 0 19 Sep 2020
Hidden Incentives for Auto-Induced Distributional Shift David M. Krueger Tegan Maharaj Jan Leike 80 52 0 19 Sep 2020
AI and Wargaming J. Goodman S. Risi Simon Lucas VLM 125 14 0 18 Sep 2020
HTMRL: Biologically Plausible Reinforcement Learning with Hierarchical Temporal Memory Jakob Struye Kevin Mets Steven Latré 26 1 0 18 Sep 2020
Variational Disentanglement for Rare Event Modeling Zidi Xiu Chenyang Tao M. Gao Connor Davis B. Goldstein Ricardo Henao CML DRL 83 7 0 17 Sep 2020
Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Tsendsuren Munkhdalai Andrew McCallum SSL VLM 108 88 0 17 Sep 2020
Few-Shot Unsupervised Continual Learning through Meta-Examples Alessia Bertugli Stefano Vincenzi Simone Calderara Andrea Passerini CLL SSL 84 8 0 17 Sep 2020
GeneraLight: Improving Environment Generalization of Traffic Signal Control via Meta Reinforcement Learning Chang-rui Liu Huichu Zhang Weinan Zhang Guanjie Zheng Yong Yu 48 45 0 17 Sep 2020
Distilled One-Shot Federated Learning Yanlin Zhou George Pu Xiyao Ma Xiaolin Li D. Wu FedML DD 184 161 0 17 Sep 2020
Transfer Learning in Deep Reinforcement Learning: A Survey Zhuangdi Zhu Kaixiang Lin Anil K. Jain Jiayu Zhou OffRL LRM 158 606 0 16 Sep 2020
Efficient Quantum State Sample Tomography with Basis-dependent Neural-networks Alistair W. R. Smith Johnnie Gray M. S. Kim 135 28 0 16 Sep 2020
Augmented Natural Language for Generative Sequence Labeling Ben Athiwaratkun Cicero Nogueira dos Santos Jason Krone Bing Xiang VLM 83 65 0 15 Sep 2020
SML: Semantic Meta-learning for Few-shot Semantic Segmentation Ayyappa Kumar Pambala Titir Dutta Soma Biswas 107 23 0 14 Sep 2020
Adaptive Text Recognition through Visual Matching Chuhan Zhang Ankush Gupta Andrew Zisserman VLM 64 22 0 14 Sep 2020
Synbols: Probing Learning Algorithms with Synthetic Datasets Alexandre Lacoste Pau Rodríguez Frederic Branchaud-Charron Parmida Atighehchian Massimo Caccia I. Laradji Alexandre Drouin Matt Craddock Laurent Charlin David Vázquez 81 14 0 14 Sep 2020
DAICS: A Deep Learning Solution for Anomaly Detection in Industrial Control Systems Maged AbdelAty Roberto Doriguzzi-Corin Domenico Siracusa 65 44 0 14 Sep 2020
Teaching to Learn: Sequential Teaching of Agents with Inner States M. Çelikok Pierre-Alexandre Murena Samuel Kaski 25 0 0 14 Sep 2020
Extended Radial Basis Function Controller for Reinforcement Learning Nicholas Capel Naifu Zhang 35 1 0 12 Sep 2020
Few-shot Learning with LSSVM Base Learner and Transductive Modules Haoqing Wang Zhihong Deng 45 1 0 12 Sep 2020
Meta Learning for Few-Shot One-class Classification Gabriel Dahia Maurício Pamplona Segundo VLM 104 4 0 11 Sep 2020
Transfer Learning of Graph Neural Networks with Ego-graph Information Maximization Qi Zhu Carl Yang Yidan Xu Haonan Wang Chao Zhang Jiawei Han 135 120 0 11 Sep 2020
A Markov Decision Process Approach to Active Meta Learning Bingjia Wang Alec Koppel Vikram Krishnamurthy 45 1 0 10 Sep 2020