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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
AdaRL: What, Where, and How to Adapt in Transfer Reinforcement Learning Erdun Gao Fan Feng Chaochao Lu Sara Magliacane Kun Zhang 111 69 0 06 Jul 2021
Finding Significant Features for Few-Shot Learning using Dimensionality Reduction M. Mendez-Ruiz Jorge Gonzalez-Zapata Gilberto Ochoa-Ruiz Andres Mendez-Vazquez 73 1 0 06 Jul 2021
Meta-Reinforcement Learning for Heuristic Planning Ricardo Luna Gutierrez Matteo Leonetti OffRL AIFin 68 4 0 06 Jul 2021
Learning an Explicit Hyperparameter Prediction Function Conditioned on Tasks Jun Shu Deyu Meng Zongben Xu 79 8 0 06 Jul 2021
Meta-learning Amidst Heterogeneity and Ambiguity Kyeongryeol Go Seyoung Yun 93 1 0 05 Jul 2021
A Survey on Deep Learning Event Extraction: Approaches and Applications Qian Li Jianxin Li Shuaiyi Nie Shiyao Cui Hongzhi Zhang ... Hao Peng Shu Guo Lihong Wang Amin Beheshti Philip S. Yu 119 48 0 05 Jul 2021
Physics-Guided Deep Learning for Dynamical Systems: A Survey Rui Wang Rose Yu AI4CE PINN 135 69 0 02 Jul 2021
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre Optimization Qing Guo Junya Chen Dong Wang Yuewei Yang Xinwei Deng Lawrence Carin Fan Li Jing-Zheng Huang Chenyang Tao 93 21 0 02 Jul 2021
CHASE: Robust Visual Tracking via Cell-Level Differentiable Neural Architecture Search S. M. Marvasti-Zadeh Javad Khaghani Li Cheng Hossein Ghanei-Yakhdan S. Kasaei 61 3 0 02 Jul 2021
Memory Efficient Meta-Learning with Large Images J. Bronskill Daniela Massiceti Massimiliano Patacchiola Katja Hofmann Sebastian Nowozin Richard Turner VLM 79 20 0 02 Jul 2021
Supervised Contrastive Learning for Accented Speech Recognition Tao Han Hantao Huang Ziang Yang Wei Han 68 16 0 02 Jul 2021
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets Hayeon Lee Eunyoung Hyung Sung Ju Hwang 106 43 0 02 Jul 2021
Few-shot Learning for Unsupervised Feature Selection Atsutoshi Kumagai Tomoharu Iwata Yasuhiro Fujiwara SSL 58 3 0 02 Jul 2021
Meta-Learning for Relative Density-Ratio Estimation Atsutoshi Kumagai Tomoharu Iwata Yasuhiro Fujiwara 151 10 0 02 Jul 2021
Cross-domain Few-shot Learning with Task-specific Adapters Weihong Li Xialei Liu Hakan Bilen OOD 129 118 0 01 Jul 2021
Few-Shot Learning with a Strong Teacher Han-Jia Ye Lu Ming De-Chuan Zhan Wei-Lun Chao 108 54 0 01 Jul 2021
How to Train Your MAML to Excel in Few-Shot Classification Han-Jia Ye Wei-Lun Chao 115 50 0 30 Jun 2021
Resilient UAV Swarm Communications with Graph Convolutional Neural Network Zhiyu Mou Fei Gao Jun Liu Qi-hui Wu 65 29 0 30 Jun 2021
UAV-assisted Online Machine Learning over Multi-Tiered Networks: A Hierarchical Nested Personalized Federated Learning Approach Su Wang Seyyedali Hosseinalipour M. Gorlatova Christopher G. Brinton M. Chiang 112 40 0 29 Jun 2021
A Representation Learning Perspective on the Importance of Train-Validation Splitting in Meta-Learning Nikunj Saunshi Arushi Gupta Wei Hu SSL 110 17 0 29 Jun 2021
Few-Shot Electronic Health Record Coding through Graph Contrastive Learning Shanshan Wang Fajie Yuan Zhumin Chen Zhaochun Ren Huasheng Liang Qiang Yan Evangelos Kanoulas Maarten de Rijke 54 5 0 29 Jun 2021
MAML is a Noisy Contrastive Learner in Classification Chia-Hsiang Kao Wei-Chen Chiu Pin-Yu Chen 48 17 0 29 Jun 2021
Representation based meta-learning for few-shot spoken intent recognition Ashish R. Mittal Samarth Bharadwaj Shreya Khare Saneem A. Chemmengath Karthik Sankaranarayanan Brian Kingsbury 69 12 0 29 Jun 2021
Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition Meihan Tong Shuai Wang Bin Xu Yixin Cao Minghui Liu Lei Hou Juan-Zi Li 119 53 0 29 Jun 2021
Meta-learning for Matrix Factorization without Shared Rows or Columns Tomoharu Iwata 47 1 0 29 Jun 2021
Dizygotic Conditional Variational AutoEncoder for Multi-Modal and Partial Modality Absent Few-Shot Learning Yi Zhang Sheng Huang Xiao-song Peng Dan Yang 84 9 0 28 Jun 2021
Co $^2$ L: Contrastive Continual Learning Hyuntak Cha Jaeho Lee Jinwoo Shin CLL SSL VLM 181 309 0 28 Jun 2021
Few-Shot Domain Expansion for Face Anti-Spoofing Bowen Yang Jing Zhang Zhen-fei Yin Jing Shao CVBM 70 12 0 27 Jun 2021
Tighter Analysis of Alternating Stochastic Gradient Method for Stochastic Nested Problems Tianyi Chen Yuejiao Sun W. Yin 84 33 0 25 Jun 2021
Subgraph Federated Learning with Missing Neighbor Generation Ke Zhang Carl Yang Xiaoxiao Li Lichao Sun Siu-Ming Yiu FedML 114 177 0 25 Jun 2021
Generative Modeling for Multi-task Visual Learning Zhipeng Bao M. Hebert Yu-Xiong Wang 64 17 0 25 Jun 2021
Unifying Gradient Estimators for Meta-Reinforcement Learning via Off-Policy Evaluation Yunhao Tang Tadashi Kozuno Mark Rowland Rémi Munos Michal Valko OffRL 136 9 0 24 Jun 2021
Continual Novelty Detection Rahaf Aljundi Daniel Olmeda Reino N. Chumerin Richard Turner 47 12 0 24 Jun 2021
Self-Supervised Monocular Depth Estimation of Untextured Indoor Rotated Scenes Benjamin Keltjens T. V. Dijk Guido de Croon MDE 73 3 0 24 Jun 2021
Online Verification of Deep Neural Networks under Domain Shift or Network Updates Tianhao Wei Changliu Liu 40 0 0 24 Jun 2021
Mutual-Information Based Few-Shot Classification Malik Boudiaf Imtiaz Masud Ziko Jérôme Rony Jose Dolz Ismail Ben Ayed Pablo Piantanida VLM 76 2 0 23 Jun 2021
Imitation Learning: Progress, Taxonomies and Challenges Boyuan Zheng Sunny Verma Jianlong Zhou Ivor Tsang Fang Chen 171 89 0 23 Jun 2021
Multimodal Emergent Fake News Detection via Meta Neural Process Networks Yaqing Wang Fenglong Ma Haoyu Wang Kishlay Jha Jing Gao 131 61 0 22 Jun 2021
MetaAvatar: Learning Animatable Clothed Human Models from Few Depth Images Shaofei Wang Marko Mihajlovic Qianli Ma Andreas Geiger Siyu Tang 3DH 88 100 0 22 Jun 2021
Off-Policy Reinforcement Learning with Delayed Rewards Beining Han Zhizhou Ren Zuofan Wu Yuanshuo Zhou Jian-wei Peng OffRL 73 33 0 22 Jun 2021
Multi-accent Speech Separation with One Shot Learning Kuan-Po Huang Yuan-Kuei Wu Hung-yi Lee 106 4 0 22 Jun 2021
Long-term Cross Adversarial Training: A Robust Meta-learning Method for Few-shot Classification Tasks Fan Liu Shuyu Zhao Xuelong Dai Bin Xiao VLM 93 8 0 22 Jun 2021
Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification Dong Lee Sae-Young Chung 97 20 0 22 Jun 2021
Compositional federated learning: Applications in distributionally robust averaging and meta learning Feihu Huang Junyi Li FedML 73 15 0 21 Jun 2021
TNT: Text-Conditioned Network with Transductive Inference for Few-Shot Video Classification Andrés Villa Juan-Manuel Perez-Rua Victor Escorcia Vladimir Araujo Juan Carlos Niebles Alvaro Soto 71 0 0 21 Jun 2021
Graceful Degradation and Related Fields J. Dymond 79 4 0 21 Jun 2021
Trinity: A No-Code AI platform for complex spatial datasets C. V. K. Iyer Feili Hou Henry Wang Yonghong Wang Kay Oh Swetava Ganguli Vipul Pandey SyDa 84 23 0 21 Jun 2021
Trainable Class Prototypes for Few-Shot Learning Jianyi Li Guizhong Liu VLM 49 2 0 21 Jun 2021
ToAlign: Task-oriented Alignment for Unsupervised Domain Adaptation Guoqiang Wei Cuiling Lan Wenjun Zeng Zhizheng Zhang Zhibo Chen 108 61 0 21 Jun 2021
iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients Miao Zhang Steven W. Su Shirui Pan Xiaojun Chang Ehsan Abbasnejad Reza Haffari 110 69 0 21 Jun 2021