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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
Applications of physics-informed scientific machine learning in subsurface science: A survey A. Sun H. Yoon C. Shih Zhi Zhong AI4CE 82 11 0 10 Apr 2021
Meta-Learning for Fast Cross-Lingual Adaptation in Dependency Parsing Anna Langedijk Verna Dankers Phillip Lippe Sander Bos B. C. Guevara H. Yannakoudakis Ekaterina Shutova CLL 70 15 0 10 Apr 2021
Reinforced Attention for Few-Shot Learning and Beyond Jie Hong Pengfei Fang Weihao Li Tong Zhang Christian Simon Mehrtash Harandi L. Petersson 70 51 0 09 Apr 2021
Learning to Reweight Imaginary Transitions for Model-Based Reinforcement Learning Wenzhen Huang Qiyue Yin Junge Zhang Kaiqi Huang 61 3 0 09 Apr 2021
Conditional Hyper-Network for Blind Super-Resolution with Multiple Degradations Guanghao Yin Wei Wang Zehuan Yuan Wei Ji Dongdong Yu Shouqian Sun Tat-Seng Chua Changhu Wang 81 16 0 08 Apr 2021
ORBIT: A Real-World Few-Shot Dataset for Teachable Object Recognition Daniela Massiceti L. Zintgraf J. Bronskill Lida Theodorou Matthew Tobias Harris Edward Cutrell C. Morrison Katja Hofmann Simone Stumpf 191 45 0 08 Apr 2021
Few-Shot Action Recognition with Compromised Metric via Optimal Transport Su Lu Han-Jia Ye De-Chuan Zhan 90 18 0 08 Apr 2021
Towards Enabling Meta-Learning from Target Models Su Lu Han-Jia Ye Le Gan De-Chuan Zhan CLL 71 5 0 08 Apr 2021
Open Domain Generalization with Domain-Augmented Meta-Learning Yang Shu Zhangjie Cao Chenyu Wang Jianmin Wang Mingsheng Long OOD 77 167 0 08 Apr 2021
Prototypical Region Proposal Networks for Few-Shot Localization and Classification Elliott Skomski Aaron Tuor Andrew Avila Lauren A. Phillips Zach New Henry Kvinge Court D. Corley Nathan Oken Hodas 42 0 0 08 Apr 2021
Streaming Self-Training via Domain-Agnostic Unlabeled Images Zhiqiu Lin Deva Ramanan Aayush Bansal LRM 75 5 0 07 Apr 2021
Few-Shot Incremental Learning with Continually Evolved Classifiers Chi Zhang Nan Song Guosheng Lin Yun Zheng Pan Pan Yinghui Xu CLL 161 301 0 07 Apr 2021
Few-Shot Meta-Learning on Point Cloud for Semantic Segmentation Xudong Li Li Feng Leiyuan Li Chen Wang 3DPC 41 8 0 07 Apr 2021
On the Critical Role of Conventions in Adaptive Human-AI Collaboration Andy Shih Arjun Sawhney J. Kondic Stefano Ermon Dorsa Sadigh 108 37 0 07 Apr 2021
Soft-Label Anonymous Gastric X-ray Image Distillation Guang Li Ren Togo Takahiro Ogawa Miki Haseyama DD 157 55 0 07 Apr 2021
A Student-Teacher Architecture for Dialog Domain Adaptation under the Meta-Learning Setting Kun Qian Wei Wei Zhou Yu 84 8 0 06 Apr 2021
Comparing Transfer and Meta Learning Approaches on a Unified Few-Shot Classification Benchmark Vincent Dumoulin N. Houlsby Utku Evci Xiaohua Zhai Ross Goroshin Sylvain Gelly Hugo Larochelle 80 26 0 06 Apr 2021
Learnable Expansion-and-Compression Network for Few-shot Class-Incremental Learning Boyu Yang Mingbao Lin Binghao Liu Mengying Fu Chang-rui Liu Rongrong Ji QiXiang Ye CLL 65 16 0 06 Apr 2021
Beyond Categorical Label Representations for Image Classification Boyuan Chen Yu Li Sunand Raghupathi Hod Lipson SSL 78 2 0 06 Apr 2021
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation Gen Li Varun Jampani Laura Sevilla-Lara Deqing Sun Jonghyun Kim Joongkyu Kim 106 365 0 05 Apr 2021
MetaHTR: Towards Writer-Adaptive Handwritten Text Recognition A. Bhunia S. Ghose Amandeep Kumar Pinaki Nath Chowdhury Aneeshan Sain Yi-Zhe Song 111 31 0 05 Apr 2021
Explainability-aided Domain Generalization for Image Classification Robin M. Schmidt FAtt OOD 61 1 0 05 Apr 2021
A contrastive rule for meta-learning Nicolas Zucchet Simon Schug J. Oswald Dominic Zhao João Sacramento MLT 127 19 0 04 Apr 2021
Learning to Filter: Siamese Relation Network for Robust Tracking Shuyang Cheng Bineng Zhong Guorong Li Xin Liu Zhenjun Tang Xianxian Li Jing Wang 100 88 0 02 Apr 2021
Confidence Calibration for Domain Generalization under Covariate Shift Yunye Gong Xiaoyu Lin Yi Yao Thomas G. Dietterich Ajay Divakaran Melinda Gervasio 67 27 0 01 Apr 2021
Modular Adaptation for Cross-Domain Few-Shot Learning Xiaoyu Lin Meng Ye Yunye Gong G. Buracas Nikoletta Basiou Ajay Divakaran Yi Yao 115 4 0 01 Apr 2021
Storchastic: A Framework for General Stochastic Automatic Differentiation Emile van Krieken Jakub M. Tomczak A. T. Teije ODL OffRL 103 16 0 01 Apr 2021
Federated Few-Shot Learning with Adversarial Learning Chenyou Fan Jianwei Huang FedML 83 30 0 01 Apr 2021
Bilevel Online Adaptation for Out-of-Domain Human Mesh Reconstruction Shanyan Guan Jingwei Xu Yunbo Wang Bingbing Ni Xiaokang Yang 3DH 95 51 0 30 Mar 2021
Put Chatbot into Its Interlocutor's Shoes: New Framework to Learn Chatbot Responding with Intention Hsuan Su Jiun-hao Jhan Fan-Yun Sun Saurav Sahay Hung-yi Lee 67 5 0 30 Mar 2021
Conditional Meta-Learning of Linear Representations Giulia Denevi Massimiliano Pontil C. Ciliberto 119 12 0 30 Mar 2021
MT3: Meta Test-Time Training for Self-Supervised Test-Time Adaption Alexander Bartler Andreas Bühler Felix Wiewel Mario Döbler Binh Yang TTA OOD 88 87 0 30 Mar 2021
Dense Relation Distillation with Context-aware Aggregation for Few-Shot Object Detection Hanzhe Hu Shuai Bai Aoxue Li J. Cui Liwei Wang ObjD 66 157 0 30 Mar 2021
Revisiting Local Descriptor for Improved Few-Shot Classification J. He Richang Hong Xueliang Liu Mingliang Xu Qianru Sun 86 28 0 30 Mar 2021
AGQA: A Benchmark for Compositional Spatio-Temporal Reasoning Madeleine Grunde-McLaughlin Ranjay Krishna Maneesh Agrawala CoGe 90 119 0 30 Mar 2021
An Overview of Human Activity Recognition Using Wearable Sensors: Healthcare and Artificial Intelligence Rex Liu Albara Ah Ramli Huan Zhang Esha Datta Xin Liu 75 48 0 29 Mar 2021
LASER: Learning a Latent Action Space for Efficient Reinforcement Learning Arthur Allshire Roberto Martín-Martín Charles Lin Shawn Manuel Silvio Savarese Animesh Garg 84 57 0 29 Mar 2021
StyleMeUp: Towards Style-Agnostic Sketch-Based Image Retrieval Aneeshan Sain A. Bhunia Yongxin Yang Tao Xiang Yi-Zhe Song 96 82 0 29 Mar 2021
SetVAE: Learning Hierarchical Composition for Generative Modeling of Set-Structured Data Jinwoo Kim Jaehoon Yoo Juho Lee Seunghoon Hong BDL DRL 3DPC 92 83 0 29 Mar 2021
Mining Latent Classes for Few-shot Segmentation Lihe Yang Wei Zhuo Lei Qi Yinghuan Shi Yang Gao 87 126 0 29 Mar 2021
Transitional Learning: Exploring the Transition States of Degradation for Blind Super-resolution Yuanfei Huang Jie Li Yanting Hu Xinbo Gao Huan Huang 78 5 0 29 Mar 2021
Meta-Mining Discriminative Samples for Kinship Verification Wanhua Li Shiwei Wang Jiwen Lu Jianjiang Feng Jie Zhou 79 20 0 28 Mar 2021
When Few-Shot Learning Meets Video Object Detection Zhongjie Yu Gaoang Wang Lin Chen S. Raschka Jiebo Luo ObjD 120 1 0 26 Mar 2021
MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning Baoquan Zhang Xutao Li Shanshan Feng Yunming Ye Rui Ye 78 43 0 26 Mar 2021
Abstract Spatial-Temporal Reasoning via Probabilistic Abduction and Execution Fangqiu Yi Baoxiong Jia Song-Chun Zhu Yixin Zhu 134 72 0 26 Mar 2021
Few-shot Weakly-Supervised Object Detection via Directional Statistics Amirreza Shaban Amir M. Rahimi Thalaiyasingam Ajanthan Byron Boots Leonid Sigal WSOD 47 5 0 25 Mar 2021
A Meta-Reinforcement Learning Approach to Process Control Daniel G. McClement Nathan P. Lawrence Philip D. Loewen M. Forbes Johan U. Backstrom R. Bhushan Gopaluni 54 8 0 25 Mar 2021
Orthogonal Projection Loss Kanchana Ranasinghe Muzammal Naseer Munawar Hayat Salman Khan Fahad Shahbaz Khan VLM 74 73 0 25 Mar 2021
Universal Representation Learning from Multiple Domains for Few-shot Classification Weihong Li Xialei Liu Hakan Bilen SSL OOD VLM 101 88 0 25 Mar 2021
Spirit Distillation: Precise Real-time Semantic Segmentation of Road Scenes with Insufficient Data Zhiyuan Wu Yu-Gang Jiang Chupeng Cui Zongmin Yang Xinhui Xue Hong Qi 51 5 0 25 Mar 2021