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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
Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection Shirong Shen Tongtong Wu Guilin Qi Yuan-Fang Li Gholamreza Haffari Sheng Bi 71 40 0 20 May 2021
Generalized Few-Shot Object Detection without Forgetting Zhibo Fan Yuchen Ma Zeming Li Jian Sun VLM ObjD 134 170 0 20 May 2021
Minimum-Delay Adaptation in Non-Stationary Reinforcement Learning via Online High-Confidence Change-Point Detection L. N. Alegre A. Bazzan Bruno C. da Silva OffRL 64 23 0 20 May 2021
Graph Sanitation with Application to Node Classification Zhe Xu Boxin Du Hanghang Tong 88 35 0 19 May 2021
Multiple Meta-model Quantifying for Medical Visual Question Answering Tuong Khanh Long Do Binh X. Nguyen Erman Tjiputra Minh-Ngoc Tran Quang-Dieu Tran A. Nguyen 85 103 0 19 May 2021
Learning Graph Meta Embeddings for Cold-Start Ads in Click-Through Rate Prediction W. Ouyang Xiuwu Zhang Shukui Ren Li Li Kun Zhang Jinmei Luo Zhaojie Liu Yanlong Du 61 46 0 19 May 2021
Meta-Reinforcement Learning by Tracking Task Non-stationarity Riccardo Poiani Andrea Tirinzoni Marcello Restelli OffRL 91 10 0 18 May 2021
Exploiting Adapters for Cross-lingual Low-resource Speech Recognition Wenxin Hou Hanlin Zhu Yidong Wang Jindong Wang Tao Qin Renjun Xu T. Shinozaki 71 65 0 18 May 2021
Sample Efficient Linear Meta-Learning by Alternating Minimization K. K. Thekumparampil Prateek Jain Praneeth Netrapalli Sewoong Oh 62 23 0 18 May 2021
Deep Metric Learning for Few-Shot Image Classification: A Review of Recent Developments Xiaoxu Li Xiaochen Yang Zhanyu Ma Jing-Hao Xue VLM 110 127 0 17 May 2021
HetMAML: Task-Heterogeneous Model-Agnostic Meta-Learning for Few-Shot Learning Across Modalities Jiayi Chen Aidong Zhang 99 16 0 17 May 2021
Few-NERD: A Few-Shot Named Entity Recognition Dataset Ning Ding Guangwei Xu Yulin Chen Xiaobin Wang Xu Han Pengjun Xie Haitao Zheng Zhiyuan Liu 116 239 0 16 May 2021
CCMN: A General Framework for Learning with Class-Conditional Multi-Label Noise Ming-Kun Xie Sheng-Jun Huang NoLa 96 28 0 16 May 2021
Learning a Universal Template for Few-shot Dataset Generalization Eleni Triantafillou Hugo Larochelle R. Zemel Vincent Dumoulin 94 95 0 14 May 2021
Privacy-Preserving Constrained Domain Generalization via Gradient Alignment Chris Xing Tian Haoliang Li Yufei Wang Shiqi Wang 74 4 0 14 May 2021
Meta-Inductive Node Classification across Graphs Zhihao Wen Yuan Fang Zemin Liu 94 36 0 14 May 2021
Estimating Disentangled Belief about Hidden State and Hidden Task for Meta-RL K. Akuzawa Yusuke Iwasawa Y. Matsuo 65 4 0 14 May 2021
Meta Auxiliary Learning for Facial Action Unit Detection Yong Li Shiguang Shan CVBM 53 15 0 14 May 2021
Online Algorithms and Policies Using Adaptive and Machine Learning Approaches Anuradha M. Annaswamy A. Guha Yingnan Cui Sunbochen Tang Peter A. Fisher Joseph E. Gaudio 98 19 0 13 May 2021
Coarse-to-Fine Imitation Learning: Robot Manipulation from a Single Demonstration Edward Johns SSL 121 131 0 13 May 2021
MapGo: Model-Assisted Policy Optimization for Goal-Oriented Tasks Menghui Zhu Minghuan Liu Jian Shen Zhicheng Zhang Sheng Chen Weinan Zhang Deheng Ye Yong Yu Qiang Fu Wei Yang 123 22 0 13 May 2021
Ensemble Making Few-Shot Learning Stronger Qing Lin Yongbin Liu Wen Wen Z. Tao ViT 38 12 0 12 May 2021
Exploring the Similarity of Representations in Model-Agnostic Meta-Learning Thomas Goerttler Klaus Obermayer 57 4 0 12 May 2021
PoseContrast: Class-Agnostic Object Viewpoint Estimation in the Wild with Pose-Aware Contrastive Learning Yang Xiao Yuming Du Renaud Marlet SSL 67 23 0 12 May 2021
Few-Shot Learning by Integrating Spatial and Frequency Representation Xiangyu Chen Guanghui Wang 90 27 0 11 May 2021
Incremental Few-Shot Instance Segmentation Dan Andrei Ganea B. Boom R. Poppe CLL 94 70 0 11 May 2021
TAG: Task-based Accumulated Gradients for Lifelong learning Pranshu Malviya B. Ravindran Sarath Chandar CLL 143 5 0 11 May 2021
A Meta Reinforcement Learning-based Approach for Self-Adaptive System Mingyue Zhang Jialong Li Haiyan Zhao Kenji Tei S. Honiden Zhi Jin 40 5 0 11 May 2021
Learning Implicit Temporal Alignment for Few-shot Video Classification Songyang Zhang Jiale Zhou Xuming He AI4TS 91 45 0 11 May 2021
Transfer-Meta Framework for Cross-domain Recommendation to Cold-Start Users Yongchun Zhu Kaikai Ge Fuzhen Zhuang Ruobing Xie Dongbo Xi Xu-Yao Zhang Leyu Lin Qing He LRM 75 113 0 11 May 2021
Recent Advances in Deep Learning Based Dialogue Systems: A Systematic Survey Jinjie Ni Tom Young Vlad Pandelea Fuzhao Xue Min Zhang 225 280 0 10 May 2021
Expressing and Exploiting the Common Subgoal Structure of Classical Planning Domains Using Sketches: Extended Version Dominik Drexler Jendrik Seipp Hector Geffner 43 16 0 10 May 2021
AutoDebias: Learning to Debias for Recommendation Jiawei Chen Hande Dong Yang Qiu Xiangnan He Xin Xin Liang Chen Guli Lin Keping Yang CML 138 207 0 10 May 2021
A Bit More Bayesian: Domain-Invariant Learning with Uncertainty Zehao Xiao Jiayi Shen Xiantong Zhen Ling Shao Cees G. M. Snoek BDL UQCV OOD 54 40 0 09 May 2021
MetaKernel: Learning Variational Random Features with Limited Labels Yingjun Du Haoliang Sun Xiantong Zhen Jun Xu Yilong Yin Ling Shao Cees G. M. Snoek VLM BDL 37 5 0 08 May 2021
Context-Based Soft Actor Critic for Environments with Non-stationary Dynamics Yuan Pu Shaochen Wang Xin Yao Bin Li 40 1 0 07 May 2021
Diffusion Mechanism in Residual Neural Network: Theory and Applications Tangjun Wang Zehao Dou Chenglong Bao Zuoqiang Shi DiffM 79 9 0 07 May 2021
Few-Shot Learning for Image Classification of Common Flora Joshua Ball VLM 27 2 0 07 May 2021
How Fine-Tuning Allows for Effective Meta-Learning Kurtland Chua Qi Lei Jason D. Lee 103 50 0 05 May 2021
Few-shot Partial Multi-view Learning Yuanen Zhou Yanrong Guo Shijie Hao Richang Hong Jiebo Luo 103 1 0 05 May 2021
Robust Reconfigurable Intelligent Surfaces via Invariant Risk and Causal Representations S. Samarakoon Jihong Park M. Bennis OOD 52 4 0 04 May 2021
Effectively Leveraging Attributes for Visual Similarity Samarth Mishra Zhongping Zhang Yuan-Chung Shen Ranjitha Kumar Venkatesh Saligrama Bryan A. Plummer 81 10 0 04 May 2021
Automatic Learning to Detect Concept Drift Hang Yu Tianyu Liu Jie Lu Guangquan Zhang 61 11 0 04 May 2021
Personalized Algorithm Generation: A Case Study in Learning ODE Integrators Yue Guo Felix Dietrich Tom S. Bertalan Danimir T. Doncevic Manuel Dahmen Ioannis G. Kevrekidis Qianxiao Li 88 11 0 04 May 2021
Hallucination Improves Few-Shot Object Detection Weilin Zhang Yu-Xiong Wang ObjD 132 113 0 04 May 2021
End-to-end One-shot Human Parsing Haoyu He Bohan Zhuang Jing Zhang Jianfei Cai Dacheng Tao VLM 84 8 0 04 May 2021
Machine Learning Applications for Therapeutic Tasks with Genomics Data Kexin Huang Cao Xiao Lucas Glass C. Critchlow G. Gibson Jimeng Sun LM&MA VLM SyDa 57 27 0 03 May 2021
Fast Power Control Adaptation via Meta-Learning for Random Edge Graph Neural Networks I. Nikoloska Osvaldo Simeone 107 21 0 02 May 2021
Subspace Representation Learning for Few-shot Image Classification Ting-Yao Hu Zhi-Qi Cheng Alexander G. Hauptmann 79 5 0 02 May 2021
GistNet: a Geometric Structure Transfer Network for Long-Tailed Recognition Bo Liu Haoxiang Li Hao Kang G. Hua Nuno Vasconcelos CVBM 71 39 0 01 May 2021