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Matching Networks for One Shot Learning

13 June 2016

Papers citing "Matching Networks for One Shot Learning"

50 / 3,162 papers shown

Title
Improving Few-Shot Learning through Multi-task Representation Learning Theory Quentin Bouniot I. Redko Romaric Audigier Angélique Loesch Amaury Habrard 105 10 0 05 Oct 2020
Robust High-dimensional Memory-augmented Neural Networks G. Karunaratne Manuel Schmuck Manuel Le Gallo G. Cherubini Luca Benini Abu Sebastian Abbas Rahimi 82 103 0 05 Oct 2020
Long-tailed Recognition by Routing Diverse Distribution-Aware Experts Xudong Wang Long Lian Zhongqi Miao Ziwei Liu Stella X. Yu 137 394 0 05 Oct 2020
MetaPhys: Few-Shot Adaptation for Non-Contact Physiological Measurement Xin Liu Ziheng Jiang Josh Fromm Xuhai Xu Shwetak N. Patel Daniel J. McDuff 80 3 0 05 Oct 2020
FOCAL: Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior Regularization Lanqing Li Rui Yang Dijun Luo OffRL 80 9 0 02 Oct 2020
Attention-Based Clustering: Learning a Kernel from Context Samuel Coward Erik Visse-Martindale Chithrupa Ramesh 24 3 0 02 Oct 2020
Bongard-LOGO: A New Benchmark for Human-Level Concept Learning and Reasoning Weili Nie Zhiding Yu Lei Mao Ankit B. Patel Yuke Zhu Anima Anandkumar VLM LRM 107 77 0 02 Oct 2020
Fast Few-Shot Classification by Few-Iteration Meta-Learning A. S. Tripathi Martin Danelljan Luc Van Gool Radu Timofte 89 6 0 01 Oct 2020
Meta-Consolidation for Continual Learning K. J. Joseph V. Balasubramanian CLL 99 56 0 01 Oct 2020
Few-shot Learning for Time-series Forecasting Tomoharu Iwata Atsutoshi Kumagai AI4TS 51 18 0 30 Sep 2020
MetaMix: Improved Meta-Learning with Interpolation-based Consistency Regularization Yangbin Chen Yun Ma Tom Ko Jianping Wang Qing Li VLM 56 8 0 29 Sep 2020
RS-MetaNet: Deep meta metric learning for few-shot remote sensing scene classification Haifeng Li Zhenqi Cui Zhiqiang Zhu Lixing Chen Jiawei Zhu Haozhe Huang Chao Tao 92 93 0 28 Sep 2020
Interventional Few-Shot Learning Zhongqi Yue Hanwang Zhang Qianru Sun Xiansheng Hua 113 235 0 28 Sep 2020
A Primal-Dual Subgradient Approachfor Fair Meta Learning Chenxu Zhao Feng Chen Zhuoyi Wang Latifur Khan FaML 56 0 0 26 Sep 2020
Domain Generalization via Semi-supervised Meta Learning Hossein Sharifi-Noghabi Hossein Asghari Nazanin Mehrasa Martin Ester OOD 64 11 0 26 Sep 2020
Few-shot Object Detection with Self-adaptive Attention Network for Remote Sensing Images Zixuan Xiao Wei Xue P. Zhong 127 33 0 26 Sep 2020
Attribute Propagation Network for Graph Zero-shot Learning Lu Liu Dinesh Manocha Guodong Long Jing Jiang Chengqi Zhang VLM 82 75 0 24 Sep 2020
Unfairness Discovery and Prevention For Few-Shot Regression Chengli Zhao Feng Chen 62 22 0 23 Sep 2020
Fair Meta-Learning For Few-Shot Classification Chengli Zhao Changbin Li Jincheng Li Feng Chen FaML 65 26 0 23 Sep 2020
Fuzzy Simplicial Networks: A Topology-Inspired Model to Improve Task Generalization in Few-shot Learning Henry Kvinge Zach New Nico Courts J. H. Lee Lauren A. Phillips Court D. Corley Aaron Tuor Andrew Avila Nathan Oken Hodas 31 2 0 23 Sep 2020
Representation Learning from Limited Educational Data with Crowdsourced Labels Wentao Wang Guowei Xu Wenbiao Ding Gale Yan Huang Guoliang Li Jiliang Tang Zitao Liu SSL 123 13 0 23 Sep 2020
SUMBT+LaRL: Effective Multi-domain End-to-end Neural Task-oriented Dialog System Hwaran Lee Seokhwan Jo Hyungjun Kim Sangkeun Jung Tae-Yoon Kim OffRL 91 6 0 22 Sep 2020
Vector Projection Network for Few-shot Slot Tagging in Natural Language Understanding Su Zhu Ruisheng Cao Lu Chen Kai Yu VLM 67 9 0 21 Sep 2020
Knowledge-Guided Multi-Label Few-Shot Learning for General Image Recognition Tianshui Chen Liang Lin Riquan Chen X. Hui Hefeng Wu 96 157 0 20 Sep 2020
Weak-shot Fine-grained Classification via Similarity Transfer Junjie Chen Li Niu Liu Liu Liqing Zhang 108 21 0 19 Sep 2020
'Less Than One'-Shot Learning: Learning N Classes From M<N Samples Ilia Sucholutsky Matthias Schonlau VLM 121 43 0 17 Sep 2020
Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Tsendsuren Munkhdalai Andrew McCallum SSL VLM 108 88 0 17 Sep 2020
FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding Yutai Hou Jiafeng Mao Y. Lai Cheng Chen Wanxiang Che Zhigang Chen Ting Liu 77 16 0 17 Sep 2020
Using Sensory Time-cue to enable Unsupervised Multimodal Meta-learning Qiong Liu Yanxia Zhang AI4TS 26 2 0 16 Sep 2020
Augmented Natural Language for Generative Sequence Labeling Ben Athiwaratkun Cicero Nogueira dos Santos Jason Krone Bing Xiang VLM 75 64 0 15 Sep 2020
SML: Semantic Meta-learning for Few-shot Semantic Segmentation Ayyappa Kumar Pambala Titir Dutta Soma Biswas 107 23 0 14 Sep 2020
Adaptive Text Recognition through Visual Matching Chuhan Zhang Ankush Gupta Andrew Zisserman VLM 62 22 0 14 Sep 2020
Synbols: Probing Learning Algorithms with Synthetic Datasets Alexandre Lacoste Pau Rodríguez Frederic Branchaud-Charron Parmida Atighehchian Massimo Caccia I. Laradji Alexandre Drouin Matt Craddock Laurent Charlin David Vázquez 81 14 0 14 Sep 2020
P-DIFF: Learning Classifier with Noisy Labels based on Probability Difference Distributions Wei Hu QiHao Zhao Yangyu Huang Fan Zhang 55 5 0 14 Sep 2020
Few-shot Learning with LSSVM Base Learner and Transductive Modules Haoqing Wang Zhihong Deng 40 1 0 12 Sep 2020
Federated Model Distillation with Noise-Free Differential Privacy Lichao Sun Lingjuan Lyu FedML 107 108 0 11 Sep 2020
Meta Learning for Few-Shot One-class Classification Gabriel Dahia Maurício Pamplona Segundo VLM 97 4 0 11 Sep 2020
Transfer Learning of Graph Neural Networks with Ego-graph Information Maximization Qi Zhu Carl Yang Yidan Xu Haonan Wang Chao Zhang Jiawei Han 123 120 0 11 Sep 2020
Meta-Learning with Sparse Experience Replay for Lifelong Language Learning Nithin Holla Pushkar Mishra H. Yannakoudakis Ekaterina Shutova KELM CLL 81 22 0 10 Sep 2020
Attributes-Guided and Pure-Visual Attention Alignment for Few-Shot Recognition Siteng Huang Min Zhang Yachen Kang Donglin Wang 58 43 0 10 Sep 2020
Proxy Network for Few Shot Learning Bin Xiao Chien-Liang Liu W. Hsaio 30 5 0 09 Sep 2020
One-shot Text Field Labeling using Attention and Belief Propagation for Structure Information Extraction Mengli Cheng Minghui Qiu Xing Shi Jun Huang Wei Lin VLM 78 27 0 09 Sep 2020
Imbalanced Continual Learning with Partitioning Reservoir Sampling C. Kim Jinseo Jeong Gunhee Kim CLL 93 105 0 08 Sep 2020
Region Comparison Network for Interpretable Few-shot Image Classification Z. Xue Lixin Duan Wen Li Lin Chen Jiebo Luo 63 16 0 08 Sep 2020
Information Theoretic Meta Learning with Gaussian Processes Michalis K. Titsias Francisco J. R. Ruiz Sotirios Nikoloutsopoulos Alexandre Galashov FedML 108 15 0 07 Sep 2020
A Survey on Machine Learning from Few Samples Jiang Lu Pinghua Gong Jieping Ye Jianwei Zhang Changshu Zhang 102 52 0 06 Sep 2020
Class Interference Regularization Bharti Munjal S. Amin Fabio Galasso 42 0 0 04 Sep 2020
GPU-based Self-Organizing Maps for Post-Labeled Few-Shot Unsupervised Learning Lyes Khacef Vincent Gripon Benoit Miramond SSL 21 7 0 04 Sep 2020
Compression-aware Continual Learning using Singular Value Decomposition Varigonda Pavan Teja Priyadarshini Panda CLL 25 0 0 03 Sep 2020
Sparse Meta Networks for Sequential Adaptation and its Application to Adaptive Language Modelling Tsendsuren Munkhdalai CLL OffRL 52 4 0 03 Sep 2020