v1v2v3 (latest)

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"

50 / 5,505 papers shown

Title
Teaching with Commentaries Aniruddh Raghu M. Raghu Simon Kornblith David Duvenaud Geoffrey E. Hinton 101 24 0 05 Nov 2020
Deep learning for biomedical photoacoustic imaging: A review J. Gröhl Melanie Schellenberg Kris K. Dreher Lena Maier-Hein 137 196 0 05 Nov 2020
Few-Shot Object Detection in Real Life: Case Study on Auto-Harvest Kévin Riou Jingwen Zhu Suiyi Ling Mathis Piquet V. Truffault P. Le Callet 112 8 0 05 Nov 2020
Transfer Meta-Learning: Information-Theoretic Bounds and Information Meta-Risk Minimization Sharu Theresa Jose Osvaldo Simeone G. Durisi 118 17 0 04 Nov 2020
Generalization to New Actions in Reinforcement Learning Ayush Jain Andrew Szot Joseph J. Lim AI4CE 94 35 0 03 Nov 2020
Specialization in Hierarchical Learning Systems Heinke Hihn Daniel A. Braun 85 16 0 03 Nov 2020
Meta-Learning for Natural Language Understanding under Continual Learning Framework Jiacheng Wang Yang Fan Duo Jiang Shiqing Li CLL 26 0 0 03 Nov 2020
Meta-learning Transferable Representations with a Single Target Domain Hong Liu Jeff Z. HaoChen Colin Wei Tengyu Ma AAML 94 5 0 03 Nov 2020
Information-theoretic Task Selection for Meta-Reinforcement Learning Ricardo Luna Gutierrez Matteo Leonetti 76 18 0 02 Nov 2020
Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain Validation Keyu Chen Di Zhuang Jerome Chang OOD 53 48 0 01 Nov 2020
A Policy Gradient Algorithm for Learning to Learn in Multiagent Reinforcement Learning Dong-Ki Kim Miao Liu Matthew D Riemer Chuangchuang Sun Marwa Abdulhai Golnaz Habibi Sebastian Lopez-Cot Gerald Tesauro Jonathan P. How 58 56 0 31 Oct 2020
A Distribution-Dependent Analysis of Meta-Learning Mikhail Konobeev Ilja Kuzborskij Csaba Szepesvári OOD 86 5 0 31 Oct 2020
Meta-Learning with Adaptive Hyperparameters Sungyong Baik Myungsub Choi Janghoon Choi Heewon Kim Kyoung Mu Lee 136 128 0 31 Oct 2020
Combining Domain-Specific Meta-Learners in the Parameter Space for Cross-Domain Few-Shot Classification Shuman Peng Weilian Song Martin Ester 35 3 0 31 Oct 2020
Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning Yuncheng Hua Yuan-Fang Li Gholamreza Haffari Guilin Qi Tongtong Wu 93 37 0 29 Oct 2020
Free-Form Image Inpainting via Contrastive Attention Network Xin Ma Xiaoqiang Zhou Huaibo Huang Z. Chai Xiaolin K. Wei Ran He 70 8 0 29 Oct 2020
Measuring and Harnessing Transference in Multi-Task Learning Christopher Fifty Ehsan Amid Zhe Zhao Tianhe Yu Rohan Anil Chelsea Finn 107 15 0 29 Oct 2020
A Single-Loop Smoothed Gradient Descent-Ascent Algorithm for Nonconvex-Concave Min-Max Problems Jiawei Zhang Peijun Xiao Ruoyu Sun Zhi-Quan Luo 131 99 0 29 Oct 2020
How Does the Task Landscape Affect MAML Performance? Liam Collins Aryan Mokhtari Sanjay Shakkottai 78 4 0 27 Oct 2020
System Identification via Meta-Learning in Linear Time-Varying Environments Sen Lin Hang Wang Junshan Zhang OffRL 57 2 0 27 Oct 2020
One Solution is Not All You Need: Few-Shot Extrapolation via Structured MaxEnt RL Saurabh Kumar Aviral Kumar Sergey Levine Chelsea Finn OffRL 84 95 0 27 Oct 2020
Behavior Priors for Efficient Reinforcement Learning Dhruva Tirumala Alexandre Galashov Hyeonwoo Noh Leonard Hasenclever Razvan Pascanu ... Guillaume Desjardins Wojciech M. Czarnecki Arun Ahuja Yee Whye Teh N. Heess 116 40 0 27 Oct 2020
MELD: Meta-Reinforcement Learning from Images via Latent State Models Tony Zhao Anusha Nagabandi Kate Rakelly Chelsea Finn Sergey Levine OffRL 104 35 0 26 Oct 2020
Trajectory-wise Multiple Choice Learning for Dynamics Generalization in Reinforcement Learning Younggyo Seo Kimin Lee I. Clavera Thanard Kurutach Jinwoo Shin Pieter Abbeel 86 39 0 26 Oct 2020
Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Jianguo Zhang Kazuma Hashimoto Wenhao Liu Chien-Sheng Wu Yao Wan Philip S. Yu R. Socher Caiming Xiong 105 93 0 25 Oct 2020
Modeling and Optimization Trade-off in Meta-learning Katelyn Gao Ozan Sener 67 27 0 24 Oct 2020
Concealed Data Poisoning Attacks on NLP Models Eric Wallace Tony Zhao Shi Feng Sameer Singh SILM 83 20 0 23 Oct 2020
TAMPC: A Controller for Escaping Traps in Novel Environments Sheng Zhong Zhenyuan Zhang Nima Fazeli Dmitry Berenson 76 7 0 23 Oct 2020
Few-shot Decoding of Brain Activation Maps Myriam Bontonou G. Lioi Nicolas Farrugia Vincent Gripon 171 7 0 23 Oct 2020
A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios Michael A. Hedderich Lukas Lange Heike Adel Jannik Strötgen Dietrich Klakow 371 301 0 23 Oct 2020
Pre-training with Meta Learning for Chinese Word Segmentation Zhen Ke Liang Shi Songtao Sun Erli Meng Bin Wang Xipeng Qiu VLM 46 0 0 23 Oct 2020
One-shot Learning for Temporal Knowledge Graphs Mehrnoosh Mirtaheri Mohammad Rostami Xiang Ren Fred Morstatter Aram Galstyan 111 22 0 23 Oct 2020
AdaCrowd: Unlabeled Scene Adaptation for Crowd Counting Mahesh Kumar Krishna Reddy Mrigank Rochan Yiwei Lu Yang Wang 84 27 0 23 Oct 2020
Zero-Shot Learning from scratch (ZFS): leveraging local compositional representations Tristan Sylvain Linda Petrini R. Devon Hjelm VLM 49 7 0 22 Oct 2020
Few-shot Image Recognition with Manifolds Debasmit Das J. Moon C. S. George Lee 80 9 0 22 Oct 2020
Accelerating Reinforcement Learning with Learned Skill Priors Karl Pertsch Youngwoon Lee Joseph J. Lim OffRL OnRL 124 242 0 22 Oct 2020
Restoring Negative Information in Few-Shot Object Detection Yukuan Yang Fangyun Wei Miaojing Shi Guoqi Li ObjD 113 62 0 22 Oct 2020
Online Structured Meta-learning Huaxiu Yao Yingbo Zhou M. Mahdavi Z. Li R. Socher Caiming Xiong 90 28 0 22 Oct 2020
3D Meta-Registration: Learning to Learn Registration of 3D Point Clouds Lingjing Wang Yuting Hao Xiang Li Yi Fang 3DPC 51 1 0 22 Oct 2020
Task-Adaptive Feature Transformer for Few-Shot Segmentation Jun Seo Younghyun Park Sung Whan Yoon Jaekyun Moon ViT 41 5 0 22 Oct 2020
Meta-Learning Guarantees for Online Receding Horizon Learning Control Deepan Muthirayan Pramod P. Khargonekar 109 2 0 21 Oct 2020
Meta-trained agents implement Bayes-optimal agents Vladimir Mikulik Grégoire Delétang Tom McGrath Tim Genewein Miljan Martic Shane Legg Pedro A. Ortega OOD FedML 93 43 0 21 Oct 2020
Learning to Learn Variational Semantic Memory Xiantong Zhen Yingjun Du Huan Xiong Qiang Qiu Cees G. M. Snoek Ling Shao SSL BDL VLM DRL 74 36 0 20 Oct 2020
Deep Low-Shot Learning for Biological Image Classification and Visualization from Limited Training Samples Lei Cai Zhengyang Wang Robert Kulathinal Sudhir Kumar Shuiwang Ji 17 6 0 20 Oct 2020
Depth Guided Adaptive Meta-Fusion Network for Few-shot Video Recognition Yuqian Fu Li Zhang Junke Wang Yanwei Fu Yu-Gang Jiang 88 99 0 20 Oct 2020
Domain Generalized Person Re-Identification via Cross-Domain Episodic Learning Ci-Siang Lin Yuan Cheng Y. Wang OOD 61 14 0 19 Oct 2020
Meta-learning the Learning Trends Shared Across Tasks Jathushan Rajasegaran Salman Khan Munawar Hayat Fahad Shahbaz Khan M. Shah 51 7 0 19 Oct 2020
Unsupervised Neural Machine Translation for Low-Resource Domains via Meta-Learning Cheonbok Park Yunwon Tae Taehee Kim Soyoung Yang Mohammad Azam Khan Lucy Park Jaegul Choo 155 17 0 18 Oct 2020
Model-Based Inverse Reinforcement Learning from Visual Demonstrations Neha Das Sarah Bechtle Todor Davchev Dinesh Jayaraman Akshara Rai Franziska Meier 190 84 0 18 Oct 2020
MESA: Boost Ensemble Imbalanced Learning with MEta-SAmpler Zhining Liu Pengfei Wei Jing Jiang Wei Cao Jiang Bian Yi-Ju Chang 65 65 0 17 Oct 2020