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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
Grading Loss: A Fracture Grade-based Metric Loss for Vertebral Fracture Detection M. Husseini Anjany Sekuboyina Maximilian Loeffler Fernando Navarro Bjoern Menze Jan S. Kirschke 64 21 0 18 Aug 2020
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Pulkit Khandelwal Paul Yushkevich OOD 113 38 0 18 Aug 2020
OCEAN: Online Task Inference for Compositional Tasks with Context Adaptation Hongyu Ren Yuke Zhu J. Leskovec Anima Anandkumar Animesh Garg LRM 47 4 0 17 Aug 2020
A Self-supervised GAN for Unsupervised Few-shot Object Recognition Khoi Duc Minh Nguyen S. Todorovic SSL 68 5 0 16 Aug 2020
Bowtie Networks: Generative Modeling for Joint Few-Shot Recognition and Novel-View Synthesis Zhipeng Bao Yu-Xiong Wang M. Hebert 91 11 0 16 Aug 2020
AutoSimulate: (Quickly) Learning Synthetic Data Generation Harkirat Singh Behl A. G. Baydin Ran Gal Philip Torr Vibhav Vineet 125 23 0 16 Aug 2020
Cautious Adaptation For Reinforcement Learning in Safety-Critical Settings Jesse Zhang Brian Cheung Chelsea Finn Sergey Levine Dinesh Jayaraman 83 60 0 15 Aug 2020
PointMixup: Augmentation for Point Clouds Yunlu Chen Vincent Tao Hu E. Gavves Thomas Mensink Pascal Mettes Pengwan Yang Cees G. M. Snoek 3DPC 76 158 0 14 Aug 2020
BriNet: Towards Bridging the Intra-class and Inter-class Gaps in One-Shot Segmentation Xianghui Yang Bairun Wang Kaige Chen Xinchi Zhou Shuai Yi Wanli Ouyang Luping Zhou 63 49 0 14 Aug 2020
Offline Meta-Reinforcement Learning with Advantage Weighting E. Mitchell Rafael Rafailov Xue Bin Peng Sergey Levine Chelsea Finn OffRL 131 108 0 13 Aug 2020
Meta Learning MPC using Finite-Dimensional Gaussian Process Approximations Elena Arcari Andrea Carron Melanie Zeilinger 51 15 0 13 Aug 2020
Small Towers Make Big Differences Yuyan Wang Zhe Zhao Bo Dai Christopher Fifty Dong Lin Lichan Hong Ed H. Chi 71 10 0 13 Aug 2020
Network Architecture Search for Domain Adaptation Yichen Li Xingchao Peng OOD 91 15 0 13 Aug 2020
WAFFLe: Weight Anonymized Factorization for Federated Learning Weituo Hao Nikhil Mehta Kevin J. Liang Pengyu Cheng Mostafa El-Khamy Lawrence Carin FedML 94 13 0 13 Aug 2020
Few shot clustering for indoor occupancy detection with extremely low-quality images from battery free cameras Homagni Saha Sin Yong Tan Ali Saffari Mohamad Katanbaf Joshua R. Smith Soumik Sarkar 54 3 0 13 Aug 2020
Learning to Learn from Mistakes: Robust Optimization for Adversarial Noise A. Serban E. Poll Joost Visser AAML 83 1 0 12 Aug 2020
An Overview of Deep Learning Architectures in Few-Shot Learning Domain Shruti Jadon Aryan Jadon VLM 108 56 0 12 Aug 2020
Learning to Reason in Round-based Games: Multi-task Sequence Generation for Purchasing Decision Making in First-person Shooters Yilei Zeng Deren Lei Beichen Li Gangrong Jiang Emilio Ferrara M. Zyda LRM 48 3 0 12 Aug 2020
Learning to See Through Obstructions with Layered Decomposition Yu-Lun Liu Wei-Sheng Lai Ming-Hsuan Yang Yung-Yu Chuang Jia-Bin Huang 64 19 0 11 Aug 2020
Revisiting Adversarially Learned Injection Attacks Against Recommender Systems Jiaxi Tang Hongyi Wen Ke Wang AAML 75 83 0 11 Aug 2020
Deep Model-Based Reinforcement Learning for High-Dimensional Problems, a Survey Aske Plaat W. Kosters Mike Preuss BDL OffRL 127 17 0 11 Aug 2020
Topic Adaptation and Prototype Encoding for Few-Shot Visual Storytelling Jiacheng Li Siliang Tang Juncheng Li Jun Xiao Leilei Gan Shiliang Pu Yueting Zhuang VGen 78 15 0 11 Aug 2020
DeepDrummer : Generating Drum Loops using Deep Learning and a Human in the Loop Guillaume Alain Maxime Chevalier-Boisvert Frédéric Osterrath Remi Piche-Taillefer HAI 85 6 0 10 Aug 2020
ARCADe: A Rapid Continual Anomaly Detector A. Frikha Denis Krompass Volker Tresp 72 11 0 10 Aug 2020
Cooperative Bi-path Metric for Few-shot Learning Zeyuan Wang Yifan Zhao Jia Li Yonghong Tian 53 35 0 10 Aug 2020
Meta Feature Modulator for Long-tailed Recognition Renzhen Wang Kaiqin Hu Yanwen Zhu Jun Shu Qian Zhao Deyu Meng 98 12 0 08 Aug 2020
Revisiting Mid-Level Patterns for Cross-Domain Few-Shot Recognition Yixiong Zou Shanghang Zhang Jianpeng Yu Yonghong Tian José M. F. Moura 71 16 0 07 Aug 2020
Neural Complexity Measures Yoonho Lee Juho Lee Sung Ju Hwang Eunho Yang Seungjin Choi 87 9 0 07 Aug 2020
Decoupling Exploration and Exploitation for Meta-Reinforcement Learning without Sacrifices Emmy Liu Aditi Raghunathan Percy Liang Chelsea Finn OffRL 122 67 0 06 Aug 2020
Offline Meta Learning of Exploration Ron Dorfman Idan Shenfeld Aviv Tamar OffRL 94 20 0 06 Aug 2020
Few-shot Classification via Adaptive Attention Zihang Jiang Bingyi Kang Kuangqi Zhou Jiashi Feng 59 19 0 06 Aug 2020
DANA: Dimension-Adaptive Neural Architecture for Multivariate Sensor Data Mohammad Malekzadeh R. Clegg Andrea Cavallaro Hamed Haddadi AI4TS 63 3 0 05 Aug 2020
Recognition-Synthesis Based Non-Parallel Voice Conversion with Adversarial Learning Jing-Xuan Zhang Zhenhua Ling Lirong Dai 89 6 0 05 Aug 2020
Global Voxel Transformer Networks for Augmented Microscopy Zhengyang Wang Yaochen Xie Shuiwang Ji ViT 37 34 0 05 Aug 2020
Meta Continual Learning via Dynamic Programming R. Krishnan Prasanna Balaprakash CLL 89 10 0 05 Aug 2020
Fast Adaptive Task Offloading in Edge Computing based on Meta Reinforcement Learning Jin Wang Jia Hu Geyong Min Albert Y. Zomaya N. Georgalas OffRL 109 269 0 05 Aug 2020
F2GAN: Fusing-and-Filling GAN for Few-shot Image Generation Y. Hong Li Niu Jianfu Zhang Weijie Zhao Chenghan Fu Liqing Zhang GAN 95 87 0 05 Aug 2020
Improving End-to-End Speech-to-Intent Classification with Reptile Yusheng Tian P. Gorinski VLM 81 24 0 05 Aug 2020
More Than Privacy: Applying Differential Privacy in Key Areas of Artificial Intelligence Tianqing Zhu Dayong Ye Wei Wang Wanlei Zhou Philip S. Yu SyDa 85 130 0 05 Aug 2020
When is invariance useful in an Out-of-Distribution Generalization problem ? Masanori Koyama Shoichiro Yamaguchi OOD 100 67 0 04 Aug 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap Lingxi Xie Xin Chen Kaifeng Bi Longhui Wei Yuhui Xu ... Lanfei Wang Anxiang Xiao Jianlong Chang Xiaopeng Zhang Qi Tian ViT 101 111 0 04 Aug 2020
Prior Guided Feature Enrichment Network for Few-Shot Segmentation Zhuotao Tian Hengshuang Zhao Michelle Shu Zhicheng Yang Ruiyu Li Jiaya Jia 101 521 0 04 Aug 2020
Reinforced Grounded Action Transformation for Sim-to-Real Transfer Haresh Karnan Siddharth Desai Josiah P. Hanna Garrett A. Warnell Peter Stone 59 24 0 04 Aug 2020
State-of-the-art Techniques in Deep Edge Intelligence Ahnaf Hannan Lodhi Barış Akgün Öznur Özkasap 58 5 0 03 Aug 2020
Learning to Purify Noisy Labels via Meta Soft Label Corrector Yichen Wu Jun Shu Qi Xie Qian Zhao Deyu Meng 61 67 0 03 Aug 2020
A Foliated View of Transfer Learning Janith C. Petangoda Nick A. M. Monk M. Deisenroth 66 3 0 02 Aug 2020
Meta-DRN: Meta-Learning for 1-Shot Image Segmentation Atmadeep Banerjee SSeg VLM 47 5 0 01 Aug 2020
Relation-aware Meta-learning for Market Segment Demand Prediction with Limited Records Jiatu Shi Huaxiu Yao Xian Wu Tong Li Zedong Lin Tengfei Wang Binqiang Zhao 60 1 0 01 Aug 2020
Designing Neural Speaker Embeddings with Meta Learning Manoj Kumar Tae Jin Park Somer Bishop Shrikanth Narayanan 93 10 0 31 Jul 2020
Learning to Learn to Compress Nannan Zou Honglei Zhang Francesco Cricri Hamed R. Tavakoli J. Lainema M. Hannuksela Emre B. Aksu Esa Rahtu 35 0 0 31 Jul 2020