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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
Iterative label cleaning for transductive and semi-supervised few-shot learning Michalis Lazarou Tania Stathaki Yannis Avrithis 186 62 0 14 Dec 2020
Variable-Shot Adaptation for Online Meta-Learning Tianhe Yu Xinyang Geng Chelsea Finn Sergey Levine CLL OffRL 58 4 0 14 Dec 2020
Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks Reza Esfandiarpoor Amy Pu M. Hajabdollahi Stephen H. Bach CLL 46 7 0 13 Dec 2020
A Meta-Learning Approach for Graph Representation Learning in Multi-Task Settings Davide Buffelli Fabio Vandin AI4CE 110 14 0 12 Dec 2020
Are We Ready For Learned Cardinality Estimation? Xiaoying Wang Changbo Qu Weiyuan Wu Jiannan Wang Qingqing Zhou 66 117 0 12 Dec 2020
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need? Malik Boudiaf H. Kervadec Imtiaz Masud Ziko Pablo Piantanida Ismail Ben Ayed Jose Dolz VLM 262 190 0 11 Dec 2020
Adaptive Submodular Meta-Learning Shaojie Tang Jing Yuan 66 0 0 11 Dec 2020
Performance-Weighed Policy Sampling for Meta-Reinforcement Learning Ibrahim Ahmed Marcos Quiñones-Grueiro G. Biswas 47 2 0 10 Dec 2020
Portrait Neural Radiance Fields from a Single Image Chen Gao Yichang Shih Wei-Sheng Lai Chia-Kai Liang Jia-Bin Huang 3DH CVBM 169 81 0 10 Dec 2020
Are Fewer Labels Possible for Few-shot Learning? Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan Lefei Zhang Qi Chu Nenghai Yu SSL 63 3 0 10 Dec 2020
Probing Few-Shot Generalization with Attributes Mengye Ren Eleni Triantafillou Kuan-Chieh Wang James Lucas Jake C. Snell Xaq Pitkow A. Tolias R. Zemel VLM OOD 66 3 0 10 Dec 2020
Concept Generalization in Visual Representation Learning Mert Bulent Sariyildiz Yannis Kalantidis Diane Larlus Alahari Karteek SSL 109 50 0 10 Dec 2020
Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding Liyan Sun Chenxin Li Xinghao Ding Yue Huang Guisheng Wang Yizhou Yu 86 120 0 10 Dec 2020
Video Deblurring by Fitting to Test Data Xuanchi Ren Zian Qian Qifeng Chen 43 7 0 09 Dec 2020
Detection of Adversarial Supports in Few-shot Classifiers Using Self-Similarity and Filtering Y. Tan Penny Chong Jiamei Sun Ngai-Man Cheung Yuval Elovici Alexander Binder 33 1 0 09 Dec 2020
Model-agnostic Fits for Understanding Information Seeking Patterns in Humans Soumya Chatterjee Pradeep Shenoy 27 1 0 09 Dec 2020
Continual Adaptation of Visual Representations via Domain Randomization and Meta-learning Riccardo Volpi Diane Larlus Grégory Rogez VLM OOD CLL 71 74 0 08 Dec 2020
GraphFL: A Federated Learning Framework for Semi-Supervised Node Classification on Graphs Binghui Wang Ang Li H. Li Yiran Chen 140 119 0 08 Dec 2020
Fine-grained Angular Contrastive Learning with Coarse Labels Guy Bukchin Eli Schwartz Kate Saenko Ori Shahar Rogerio Feris Raja Giryes Leonid Karlinsky 111 54 0 07 Dec 2020
Distributed Multi-agent Meta Learning for Trajectory Design in Wireless Drone Networks Ye Hu Mingzhe Chen Walid Saad H. Vincent Poor Shuguang Cui 111 109 0 06 Dec 2020
Cross-Modal Generalization: Learning in Low Resource Modalities via Meta-Alignment Paul Pu Liang Peter Wu Liu Ziyin Louis-Philippe Morency Ruslan Salakhutdinov 83 32 0 04 Dec 2020
Few-shot Image Generation with Elastic Weight Consolidation Yijun Li Richard Y. Zhang Jingwan Lu Eli Shechtman 3DH 122 169 0 04 Dec 2020
Model-Agnostic Learning to Meta-Learn A. Devos Yatin Dandi OOD 107 1 0 04 Dec 2020
Offline Meta-level Model-based Reinforcement Learning Approach for Cold-Start Recommendation Yanan Wang Yong Ge Li Li Rui Chen Tong Xu OffRL 72 7 0 04 Dec 2020
Few-Shot Event Detection with Prototypical Amortized Conditional Random Field Xin Cong Shiyao Cui Yu Bowen Tingwen Liu Yubin Wang Bin Wang 77 52 0 04 Dec 2020
Learned Initializations for Optimizing Coordinate-Based Neural Representations Matthew Tancik B. Mildenhall Terrance Wang Divi Schmidt Pratul P. Srinivasan Jonathan T. Barron Ren Ng 123 291 0 03 Dec 2020
SAFCAR: Structured Attention Fusion for Compositional Action Recognition Tae Soo Kim Gregory Hager CoGe 72 10 0 03 Dec 2020
DeepCrawl: Deep Reinforcement Learning for Turn-based Strategy Games Alessandro Sestini A. Kuhnle Andrew D. Bagdanov 62 6 0 03 Dec 2020
Make One-Shot Video Object Segmentation Efficient Again Tim Meinhardt Laura Leal-Taixe VOS 64 42 0 03 Dec 2020
SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning J. Cai B. Cai S. Shen 37 7 0 03 Dec 2020
Unsupervised Alternating Optimization for Blind Hyperspectral Imagery Super-resolution Jiangtao Nie Lei Zhang Wei Wei Zhiqiang Lang Yanning Zhang 36 2 0 03 Dec 2020
Meta-Generating Deep Attentive Metric for Few-shot Classification Lei Zhang Fei Zhou Wei Wei Yanning Zhang VLM 114 29 0 03 Dec 2020
Margin-Based Transfer Bounds for Meta Learning with Deep Feature Embedding Jiechao Guan Zhiwu Lu Tao Xiang Timothy M. Hospedales 50 0 0 02 Dec 2020
Few-Shot Classification with Feature Map Reconstruction Networks Davis Wertheimer Luming Tang B. Hariharan 89 240 0 02 Dec 2020
Meta-KD: A Meta Knowledge Distillation Framework for Language Model Compression across Domains Haojie Pan Chengyu Wang Minghui Qiu Yichang Zhang Yaliang Li Jun Huang 83 51 0 02 Dec 2020
SemiNLL: A Framework of Noisy-Label Learning by Semi-Supervised Learning Zhuowei Wang Jing Jiang Bo Han Lei Feng Bo An Gang Niu Guodong Long NoLa 81 17 0 02 Dec 2020
ReMP: Rectified Metric Propagation for Few-Shot Learning Yang Zhao Chunyuan Li Ping Yu Changyou Chen 89 6 0 02 Dec 2020
MUSCLE: Strengthening Semi-Supervised Learning Via Concurrent Unsupervised Learning Using Mutual Information Maximization Hanchen Xie Mohamed E. Hussein Aram Galstyan Wael Abd-Almageed SSL 69 8 0 30 Nov 2020
Prototype-based Incremental Few-Shot Semantic Segmentation Fabio Cermelli Massimiliano Mancini Yongqin Xian Zeynep Akata Barbara Caputo VLM CLL 83 25 0 30 Nov 2020
Meta learning to classify intent and slot labels with noisy few shot examples Shang-Wen Li Jason Krone Shuyan Dong Yi Zhang Yaser Al-Onaizan NoLa VLM 52 6 0 30 Nov 2020
Inductive Biases for Deep Learning of Higher-Level Cognition Anirudh Goyal Yoshua Bengio AI4CE 122 366 0 30 Nov 2020
Meta Batch-Instance Normalization for Generalizable Person Re-Identification Seokeon Choi Taekyung Kim Minki Jeong Hyoungseob Park Changick Kim OOD 99 135 0 30 Nov 2020
AFD-Net: Adaptive Fully-Dual Network for Few-Shot Object Detection Longyao Liu Bo Ma Yulin Zhang Xin Yi Haozhi Li ObjD 44 23 0 30 Nov 2020
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks Han-Jia Ye Lu Han De-Chuan Zhan OffRL SSL VLM 78 29 0 30 Nov 2020
Feature Learning in Infinite-Width Neural Networks Greg Yang J. E. Hu MLT 136 156 0 30 Nov 2020
Multi-scale Adaptive Task Attention Network for Few-Shot Learning Haoxing Chen Huaxiong Li Yaohui Li Chunlin Chen 73 30 0 30 Nov 2020
Annotation-Efficient Untrimmed Video Action Recognition Yixiong Zou Shanghang Zhang Guangyao Chen Yonghong Tian Kurt Keutzer J. M. F. Moura 58 5 0 30 Nov 2020
BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification Xiaoxu Li Jijie Wu Z. Sun Zhanyu Ma Jie Cao Jing-Hao Xue 72 127 0 29 Nov 2020
Latent Skill Planning for Exploration and Transfer Kevin Xie Homanga Bharadhwaj Danijar Hafner Animesh Garg Florian Shkurti 98 20 0 27 Nov 2020
Connecting Context-specific Adaptation in Humans to Meta-learning Rachit Dubey Erin Grant Michael Luo Karthik Narasimhan Thomas Griffiths 114 4 0 27 Nov 2020