On First-Order Meta-Learning Algorithms

8 March 2018

Papers citing "On First-Order Meta-Learning Algorithms"

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Title
Personalized Federated Learning: A Meta-Learning Approach Alireza Fallah Aryan Mokhtari Asuman Ozdaglar FedML 36 561 0 19 Feb 2020
Theoretical Convergence of Multi-Step Model-Agnostic Meta-Learning Kaiyi Ji Junjie Yang Yingbin Liang 14 49 0 18 Feb 2020
PACOH: Bayes-Optimal Meta-Learning with PAC-Guarantees Jonas Rothfuss Vincent Fortuin Martin Josifoski Andreas Krause UQCV 17 125 0 13 Feb 2020
Reward Tweaking: Maximizing the Total Reward While Planning for Short Horizons Chen Tessler Shie Mannor 12 2 0 09 Feb 2020
Bayesian Meta-Prior Learning Using Empirical Bayes Sareh Nabi Houssam Nassif Joseph Hong H. Mamani Guido Imbens 16 18 0 04 Feb 2020
Revisiting Meta-Learning as Supervised Learning Wei-Lun Chao Han-Jia Ye De-Chuan Zhan M. Campbell Kilian Q. Weinberger OOD FedML 27 22 0 03 Feb 2020
Deep Reinforcement Learning for Autonomous Driving: A Survey B. R. Kiran Ibrahim Sobh V. Talpaert Patrick Mannion A. A. Sallab S. Yogamani P. Pérez 165 1,632 0 02 Feb 2020
Few-Shot Scene Adaptive Crowd Counting Using Meta-Learning Mahesh Kumar Krishna Reddy M. Hossain Mrigank Rochan Yang Wang 20 40 0 01 Feb 2020
Fast Adaptation to Super-Resolution Networks via Meta-Learning Seobin Park Jinsu Yoo Donghyeon Cho Jiwon Kim Tae Hyun Kim SupR 23 83 0 09 Jan 2020
Self-Supervised Fast Adaptation for Denoising via Meta-Learning Seunghwan Lee Donghyeon Cho Jiwon Kim Tae Hyun Kim OOD 16 13 0 09 Jan 2020
From Learning to Meta-Learning: Reduced Training Overhead and Complexity for Communication Systems Osvaldo Simeone Sangwoo Park Joonhyuk Kang AI4CE 31 62 0 05 Jan 2020
DAWSON: A Domain Adaptive Few Shot Generation Framework Weixin Liang Zixuan Liu Can Liu 24 45 0 02 Jan 2020
Meta Reinforcement Learning with Autonomous Inference of Subtask Dependencies Sungryull Sohn Hyunjae Woo Jongwook Choi Honglak Lee OffRL 28 36 0 01 Jan 2020
Deep Transfer Learning Based Downlink Channel Prediction for FDD Massive MIMO Systems Yuwen Yang F. Gao Zhimeng Zhong B. Ai Ahmed Alkhateeb 17 133 0 27 Dec 2019
Towards Practical Multi-Object Manipulation using Relational Reinforcement Learning R. Li Allan Jabri Trevor Darrell Pulkit Agrawal OffRL 18 111 0 23 Dec 2019
Unsupervised Few-shot Learning via Self-supervised Training Zilong Ji Xiaolong Zou Tiejun Huang Si Wu SSL 21 24 0 20 Dec 2019
A Broader Study of Cross-Domain Few-Shot Learning Yunhui Guo Noel Codella Leonid Karlinsky James V. Codella John R. Smith Kate Saenko Tajana Simunic Rogerio Feris 31 45 0 16 Dec 2019
Advances and Open Problems in Federated Learning Peter Kairouz H. B. McMahan Brendan Avent A. Bellet M. Bennis ... Zheng Xu Qiang Yang Felix X. Yu Han Yu Sen Zhao FedML AI4CE 74 6,079 0 10 Dec 2019
A Two-Stage Approach to Few-Shot Learning for Image Recognition Debasmit Das C. S. George Lee 17 125 0 10 Dec 2019
MetaCI: Meta-Learning for Causal Inference in a Heterogeneous Population Ankit Sharma Garima Gupta Ranjitha Prasad Arnab Chatterjee L. Vig Gautam M. Shroff OOD 17 12 0 09 Dec 2019
Revisiting Few-Shot Learning for Facial Expression Recognition Anca-Nicoleta Ciubotaru A. Devos Behzad Bozorgtabar Jean-Philippe Thiran M. Gabrani CVBM 15 11 0 05 Dec 2019
MetaFun: Meta-Learning with Iterative Functional Updates Jin Xu Jean-François Ton Hyunjik Kim Adam R. Kosiorek Yee Whye Teh 14 68 0 05 Dec 2019
Towards Understanding Residual and Dilated Dense Neural Networks via Convolutional Sparse Coding Zhiyang Zhang Shihua Zhang 20 15 0 05 Dec 2019
MetalGAN: Multi-Domain Label-Less Image Synthesis Using cGANs and Meta-Learning Tomaso Fontanini Eleonora Iotti Luca Donati Andrea Prati GAN AI4CE 32 23 0 05 Dec 2019
Learning to Recommend via Meta Parameter Partition Liang Zhao Yang Wang Daxiang Dong Hao Tian OffRL CLL 14 7 0 04 Dec 2019
MetAdapt: Meta-Learned Task-Adaptive Architecture for Few-Shot Classification Sivan Doveh Eli Schwartz Chao Xue Rogerio Feris A. Bronstein Raja Giryes Leonid Karlinsky 27 17 0 01 Dec 2019
Meta-Learning of Neural Architectures for Few-Shot Learning T. Elsken B. Staffler J. H. Metzen Frank Hutter 17 136 0 25 Nov 2019
Generalized Adaptation for Few-Shot Learning Liang Song Jinlu Liu Yongqiang Qin VLM 24 8 0 25 Nov 2019
Regularized Fine-grained Meta Face Anti-spoofing Rui Shao X. Lan P. Yuen CVBM 12 166 0 25 Nov 2019
Prototype Rectification for Few-Shot Learning Jinlu Liu Liang Song Yongqiang Qin 23 242 0 25 Nov 2019
Investigating Active Learning and Meta-Learning for Iterative Peptide Design Rainier Barrett A. White 6 2 0 20 Nov 2019
Unsupervised Reinforcement Learning of Transferable Meta-Skills for Embodied Navigation Juncheng Li Qing Guo Siliang Tang Haizhou Shi Fei Wu Yueting Zhuang William Yang Wang SSL 43 68 0 18 Nov 2019
Learning from the Past: Continual Meta-Learning via Bayesian Graph Modeling Yadan Luo Zi Huang Zheng-Wei Zhang Ziwei Wang Mahsa Baktashmotlagh Yang Yang CLL BDL 17 22 0 12 Nov 2019
SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning Yan Wang Wei-Lun Chao Kilian Q. Weinberger L. V. D. van der Maaten VLM 22 335 0 12 Nov 2019
MAME : Model-Agnostic Meta-Exploration Swaminathan Gurumurthy Sumit Kumar Katia P. Sycara 20 16 0 11 Nov 2019
Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Andrew McCallum SSL 13 118 0 10 Nov 2019
Meta Label Correction for Noisy Label Learning Guoqing Zheng Ahmed Hassan Awadallah S. Dumais NoLa OffRL 11 177 0 10 Nov 2019
Optimizing Millions of Hyperparameters by Implicit Differentiation Jonathan Lorraine Paul Vicol David Duvenaud DD 11 402 0 06 Nov 2019
Picking groups instead of samples: A close look at Static Pool-based Meta-Active Learning Ignasi Mas J. Morros Verónica Vilaplana 20 2 0 01 Nov 2019
Meta-Learning to Cluster Yibo Jiang Nakul Verma FedML 20 7 0 30 Oct 2019
When MAML Can Adapt Fast and How to Assist When It Cannot Sébastien M. R. Arnold Shariq Iqbal Fei Sha 17 5 0 30 Oct 2019
Domain Generalization via Model-Agnostic Learning of Semantic Features Qi Dou Daniel Coelho De Castro Konstantinos Kamnitsas Ben Glocker OOD 33 685 0 29 Oct 2019
HIDRA: Head Initialization across Dynamic targets for Robust Architectures Rafael Rêgo Drumond L. Brinkmeyer Josif Grabocka Lars Schmidt-Thieme 19 4 0 28 Oct 2019
Bottom-Up Meta-Policy Search L. Melo Marcos R. O. A. Máximo A. Cunha 31 6 0 22 Oct 2019
No-regret Non-convex Online Meta-Learning Zhenxun Zhuang Yunlong Wang Kezi Yu Songtao Lu CLL OffRL 11 14 0 22 Oct 2019
Meta Matrix Factorization for Federated Rating Predictions Yujie Lin Pengjie Ren Zhumin Chen Z. Ren Dongxiao Yu Jun Ma Maarten de Rijke Xiuzhen Cheng 20 115 0 22 Oct 2019
Cross Attention Network for Few-shot Classification Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 204 630 0 17 Oct 2019
Model-Agnostic Meta-Learning using Runge-Kutta Methods Daniel Jiwoong Im Yibo Jiang Nakul Verma 17 4 0 16 Oct 2019
MetaPix: Few-Shot Video Retargeting Jessica Lee Deva Ramanan Rohit Girdhar VGen ViT 11 26 0 10 Oct 2019
Semi Few-Shot Attribute Translation Ricard Durall Franz-Josef Pfreundt J. Keuper GAN VLM 28 3 0 08 Oct 2019