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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
Disambiguation of One-Shot Visual Classification Tasks: A Simplex-Based Approach Yassir Bendou Lucas Drumetz Vincent Gripon G. Lioi Bastien Pasdeloup 87 1 0 16 Jan 2023
Meta Generative Attack on Person Reidentification M. I. A V Subramanyam AAML 72 8 0 16 Jan 2023
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models Zhiqiu Lin Samuel Yu Zhiyi Kuang Deepak Pathak Deva Ramana VLM 152 117 0 16 Jan 2023
Dual Personalization on Federated Recommendation Chunxu Zhang Guodong Long Tianyi Zhou Peng Yan Zijian Zhang Chengqi Zhang Bo Yang FedML 89 35 0 16 Jan 2023
Neuro-symbolic Meta Reinforcement Learning for Trading S. Harini Gautam M. Shroff A. Srinivasan Prayushi Faldu Lovekesh Vig AIFin 76 3 0 15 Jan 2023
Data Distillation: A Survey Noveen Sachdeva Julian McAuley DD 110 78 0 11 Jan 2023
HyRSM++: Hybrid Relation Guided Temporal Set Matching for Few-shot Action Recognition Xiang Wang Shiwei Zhang Zhiwu Qing Zhe Zuo Changxin Gao Rong Jin Nong Sang 103 26 0 09 Jan 2023
Optimistic Meta-Gradients Sebastian Flennerhag Tom Zahavy Brendan O'Donoghue Hado van Hasselt András Gyorgy Satinder Singh 93 3 0 09 Jan 2023
Unsupervised Learning for Combinatorial Optimization Needs Meta-Learning Hao Wang Pan Li 63 18 0 08 Jan 2023
AutoAC: Towards Automated Attribute Completion for Heterogeneous Graph Neural Network Guanghui Zhu Zhen-Wei Zhu Wen Wang Zhuoer Xu Chun Yuan Jiaming Ji 114 9 0 08 Jan 2023
Few-shot Node Classification with Extremely Weak Supervision Song Wang Yushun Dong Kaize Ding Chen Chen Jundong Li 81 20 0 06 Jan 2023
IMKGA-SM: Interpretable Multimodal Knowledge Graph Answer Prediction via Sequence Modeling Yilin Wen Biao Luo Yuqian Zhao 41 1 0 06 Jan 2023
Exploring Efficient Few-shot Adaptation for Vision Transformers C. Xu Siqian Yang Yabiao Wang Zhanxiong Wang Yanwei Fu Xiangyang Xue 97 17 0 06 Jan 2023
L-HYDRA: Multi-Head Physics-Informed Neural Networks Zongren Zou George Karniadakis AI4CE 72 25 0 05 Jan 2023
High-level semantic feature matters few-shot unsupervised domain adaptation Lei Yu Wanqi Yang Sheng Huang Lei Wang Ming Yang 66 3 0 05 Jan 2023
Task Weighting in Meta-learning with Trajectory Optimisation Cuong C. Nguyen Thanh-Toan Do G. Carneiro 82 3 0 04 Jan 2023
Tracking Brand-Associated Polarity-Bearing Topics in User Reviews Runcong Zhao Lin Gui Hanqi Yan Yulan He 52 3 0 03 Jan 2023
A Survey On Few-shot Knowledge Graph Completion with Structural and Commonsense Knowledge Haodi Ma D. Wang 101 8 0 03 Jan 2023
Reference Twice: A Simple and Unified Baseline for Few-Shot Instance Segmentation Yue Han Jiangning Zhang Zhucun Xue Chao Xu Xintian Shen Yabiao Wang Chengjie Wang Yong Liu Xiangtai Li 102 17 0 03 Jan 2023
Recent Advances on Federated Learning: A Systematic Survey Bingyan Liu Nuoyan Lv Yuanchun Guo Yawen Li FedML 118 92 0 03 Jan 2023
Metalearning generalizable dynamics from trajectories Qiaofeng Li Tianyi Wang V. Roychowdhury M. Jawed AI4CE 121 10 0 03 Jan 2023
SIRL: Similarity-based Implicit Representation Learning Andreea Bobu Yi Liu Rohin Shah Daniel S. Brown Anca Dragan SSL DRL 119 19 0 02 Jan 2023
P3DC-Shot: Prior-Driven Discrete Data Calibration for Nearest-Neighbor Few-Shot Classification Shuang Wang Rui Ma Tieru Wu Yang Cao 91 5 0 02 Jan 2023
POMRL: No-Regret Learning-to-Plan with Increasing Horizons Khimya Khetarpal Claire Vernade Brendan O'Donoghue Satinder Singh Tom Zahavy OffRL 68 0 0 30 Dec 2022
An Optimal Algorithm for Strongly Convex Min-min Optimization Alexander Gasnikov D. Kovalev Grigory Malinovsky 76 1 0 29 Dec 2022
Eliminating Meta Optimization Through Self-Referential Meta Learning Louis Kirsch Jürgen Schmidhuber 58 7 0 29 Dec 2022
On Transforming Reinforcement Learning by Transformer: The Development Trajectory Shengchao Hu Li Shen Ya Zhang Yixin Chen Dacheng Tao OffRL 148 30 0 29 Dec 2022
Wormhole MAML: Meta-Learning in Glued Parameter Space C. Chang Yuan Gao B. Lou 93 0 0 28 Dec 2022
On Implicit Bias in Overparameterized Bilevel Optimization Paul Vicol Jon Lorraine Fabian Pedregosa David Duvenaud Roger C. Grosse AI4CE 107 38 0 28 Dec 2022
A System-Level View on Out-of-Distribution Data in Robotics Rohan Sinha Apoorva Sharma Somrita Banerjee T. Lew Rachel Luo Spencer M. Richards Yixiao Sun Edward Schmerling Marco Pavone UQCV 97 26 0 28 Dec 2022
A Survey on Federated Recommendation Systems Zehua Sun Yonghui Xu Yang Liu Weiliang He Lanju Kong Fangzhao Wu Yiheng Jiang Li-zhen Cui FedML 113 68 0 27 Dec 2022
Saliency-Augmented Memory Completion for Continual Learning Guangji Bai Chen Ling Yuyang Gao Liang Zhao CLL 120 4 0 26 Dec 2022
A Survey of Face Recognition Xinyi Wang Jianteng Peng Sufang Zhang Bihui Chen Yi Wang Yan-Hua Guo CVBM 111 0 0 26 Dec 2022
Understanding the Complexity Gains of Single-Task RL with a Curriculum Qiyang Li Yuexiang Zhai Yi-An Ma Sergey Levine 116 16 0 24 Dec 2022
Generalization Bounds for Few-Shot Transfer Learning with Pretrained Classifiers Tomer Galanti András Gyorgy Marcus Hutter VLM SSL 67 4 0 23 Dec 2022
Deep Unfolding-based Weighted Averaging for Federated Learning in Heterogeneous Environments Ayano Nakai-Kasai Tadashi Wadayama FedML 78 0 0 23 Dec 2022
Few-shot human motion prediction for heterogeneous sensors Rafael Rêgo Drumond L. Brinkmeyer Lars Schmidt-Thieme 3DH 68 4 0 22 Dec 2022
Reusable Options through Gradient-based Meta Learning David Kuric H. V. Hoof 93 0 0 22 Dec 2022
Robust Meta-Representation Learning via Global Label Inference and Classification Ruohan Wang Isak Falk Massimiliano Pontil C. Ciliberto 111 3 0 22 Dec 2022
Understanding and Improving the Role of Projection Head in Self-Supervised Learning Kartik Gupta Thalaiyasingam Ajanthan Anton Van Den Hengel Stephen Gould SSL 73 43 0 22 Dec 2022
Hyperparameters in Contextual RL are Highly Situational Theresa Eimer C. Benjamins Marius Lindauer 143 4 0 21 Dec 2022
UnICLAM:Contrastive Representation Learning with Adversarial Masking for Unified and Interpretable Medical Vision Question Answering Chenlu Zhan Peng Peng Hongsen Wang Tao Chen Hongwei Wang MedIm 77 4 0 21 Dec 2022
Are Deep Neural Networks SMARTer than Second Graders? A. Cherian Kuan-Chuan Peng Suhas Lohit Kevin A. Smith J. Tenenbaum AAML LRM ReLM 112 31 0 20 Dec 2022
Robust and Resource-efficient Machine Learning Aided Viewport Prediction in Virtual Reality Yuang Jiang Konstantinos Poularakis Diego Kiedanski S. Kompella Leandros Tassiulas 51 1 0 20 Dec 2022
Masked Wavelet Representation for Compact Neural Radiance Fields Daniel Rho Byeonghyeon Lee Seungtae Nam J. Lee J. Ko Eunbyung Park 99 53 0 18 Dec 2022
Cognitive Level- $k$ Meta-Learning for Safe and Pedestrian-Aware Autonomous Driving Haozhe Lei Quanyan Zhu 77 0 0 17 Dec 2022
Hippocampus-Inspired Cognitive Architecture (HICA) for Operant Conditioning Deokgun Park Md Ashaduzzaman Rubel Mondol Sm Mazharul Islam Aishwarya Pothula 45 0 0 16 Dec 2022
Semantics-Empowered Communication: A Tutorial-cum-Survey Zhilin Lu Rongpeng Li Kun Lu Xianfu Chen Ekram Hossain Zhifeng Zhao Honggang Zhang 121 19 0 16 Dec 2022
Context Label Learning: Improving Background Class Representations in Semantic Segmentation Zeju Li Konstantinos Kamnitsas Cheng Ouyang Chen Chen Ben Glocker VLM 79 9 0 16 Dec 2022
Toward Improved Generalization: Meta Transfer of Self-supervised Knowledge on Graphs Wenhui Cui H. Akrami Anand A. Joshi Richard M. Leahy 102 0 0 16 Dec 2022