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Matching Networks for One Shot Learning

13 June 2016

Papers citing "Matching Networks for One Shot Learning"

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Title
Statistically-Guided Dual-Domain Meta-Learning with Adaptive Multi-Prototype Aggregation for Distributed Fiber Optic Sensing Yifan He H. Zhang Qiuheng Song Lin Lei Zhenxuan Zeng Haoyang He Hongyan Wu 108 0 0 24 Dec 2025
Enhancing Conformal Prediction via Class Similarity Ariel Fargion Lahav Dabah Tom Tirer 107 0 0 24 Nov 2025
Breaking Forgetting: Training-Free Few-Shot Class-Incremental Learning via Conditional Diffusion Haidong Kang Ketong Qian Yi Lu CLL 204 0 0 23 Nov 2025
Matching-Based Few-Shot Semantic Segmentation Models Are Interpretable by Design Pasquale De Marinis Uzay Kaymak Rogier Brussee G. Vessio Giovanna Castellano 124 0 0 22 Nov 2025
Free Lunch to Meet the Gap: Intermediate Domain Reconstruction for Cross-Domain Few-Shot LearningInternational Journal of Computer Vision (IJCV), 2025 Tong-yi Zhang Yifan Zhao Liangyu Wang Jia Li 135 1 0 18 Nov 2025
Scaling Law Analysis in Federated Learning: How to Select the Optimal Model Size? Xuanyu Chen Nan Yang Shuai Wang Dong Yuan FedML 266 0 0 15 Nov 2025
Divide-and-Conquer Decoupled Network for Cross-Domain Few-Shot Segmentation Runmin Cong Anpeng Wang Bin Wan Cong Zhang Xiaofei Zhou Wei Zhang 116 0 0 11 Nov 2025
Data Descriptions from Large Language Models with Influence Estimation Chaeri Kim Jaeyeon Bae Taehwan Kim 73 0 0 11 Nov 2025
AGENet: Adaptive Edge-aware Geodesic Distance Learning for Few-Shot Medical Image Segmentation Ziyuan Gao 72 0 0 11 Nov 2025
FreqGRL: Suppressing Low-Frequency Bias and Mining High-Frequency Knowledge for Cross-Domain Few-Shot Learning Siqi Hui Sanping Zhou Ye Deng Wenli Huang Jinjun Wang 83 0 0 10 Nov 2025
Toward Better Generalization in Few-Shot Learning through the Meta-Component Combination Qiuhao Zeng 94 0 0 07 Nov 2025
Bayesian Natural Gradient Fine-Tuning of CLIP Models via Kalman Filtering Hossein Abdi Mingfei Sun Wei Pan VLM 205 0 0 03 Nov 2025
Sparse Model Inversion: Efficient Inversion of Vision Transformers for Data-Free ApplicationsInternational Conference on Machine Learning (ICML), 2025 Zixuan Hu Yongxian Wei Li Shen Zhenyi Wang Lei Li Chun Yuan Dacheng Tao 116 8 0 31 Oct 2025
Few-Shot Remote Sensing Image Scene Classification with CLIP and Prompt Learning I. Dimitrovski Vlatko Spasev Ivan Kitanovski VLM 279 0 0 28 Oct 2025
MoEMeta: Mixture-of-Experts Meta Learning for Few-Shot Relational Learning Han Wu Jie Yin 121 0 0 27 Oct 2025
Connectome-Guided Automatic Learning Rates for Deep Networks Peilin He Tananun Songdechakraiwut ODL OOD 280 0 0 27 Oct 2025
Few-Shot Knowledge Distillation of LLMs With Counterfactual Explanations Faisal Hamman Pasan Dissanayake Yanjun Fu Sanghamitra Dutta 108 1 0 24 Oct 2025
CO-PFL: Contribution-Oriented Personalized Federated Learning for Heterogeneous Networks Ke Xing Yanjie Dong Xiaoyi Fan Runhao Zeng Victor C. M. Leung M. Jamal Deen Xiping Hu FedML 128 0 0 23 Oct 2025
Neural Variational Dropout ProcessesInternational Conference on Learning Representations (ICLR), 2025 Insu Jeon Youngjin Park Gunhee Kim BDL UQCV 271 3 0 22 Oct 2025
Enhancing Few-Shot Classification of Benchmark and Disaster Imagery with ATTBHFA-Net G. Lee Tanmoy Dam Md Meftahul Ferdaus Daniel Puiu Poenar Vu N. Duong 97 0 0 21 Oct 2025
Image augmentation with invertible networks in interactive satellite image change detection Hichem Sahbi 161 0 0 21 Oct 2025
ProtoMol: Enhancing Molecular Property Prediction via Prototype-Guided Multimodal Learning Yingxu Wang Kunyu Zhang Jiaxin Huang Nan Yin Siwei Liu Eran Segal 112 2 0 19 Oct 2025
ProtoTopic: Prototypical Network for Few-Shot Medical Topic Modeling Martin Licht Sara Ketabi Farzad Khalvati MedIm 72 0 0 15 Oct 2025
Connecting Giants: Synergistic Knowledge Transfer of Large Multimodal Models for Few-Shot LearningInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Hao Tang Shengfeng He Jing Qin 152 2 0 13 Oct 2025
FML-bench: A Benchmark for Automatic ML Research Agents Highlighting the Importance of Exploration Breadth Qiran Zou Hou Hei Lam Wenhao Zhao Yiming Tang Tingting Chen S. Yu Tianyi Zhang Chang Liu X. Ji Dianbo Liu LLMAG 117 0 0 12 Oct 2025
Analytical Survey of Learning with Low-Resource Data: From Analysis to Investigation Xiaofeng Cao Mingwei Xu Xin Yu Jiangchao Yao Wei Ye ... Minling Zhang Ivor Tsang Yew-Soon Ong James T. Kwok Heng Tao Shen 140 3 0 10 Oct 2025
On the Alignment Between Supervised and Self-Supervised Contrastive Learning Achleshwar Luthra Priyadarsi Mishra Tomer Galanti SSL 163 0 0 09 Oct 2025
Label-frugal satellite image change detection with generative virtual exemplar learning Hichem Sahbi 124 0 0 08 Oct 2025
Combined Hyperbolic and Euclidean Soft Triple Loss Beyond the Single Space Deep Metric Learning Shozo Saeki Minoru Kawahara Hirohisa Aman 92 0 0 07 Oct 2025
BuilderBench -- A benchmark for generalist agents Raj Ghugare Catherine Ji Kathryn Wantlin Jin Schofield Benjamin Eysenbach 120 1 0 07 Oct 2025
ContextNav: Towards Agentic Multimodal In-Context Learning Honghao Fu Yuan Ouyang Kai-Wei Chang Yiwei Wang Zi Huang Yujun Cai 160 0 0 06 Oct 2025
Attention-Enhanced Prototypical Learning for Few-Shot Infrastructure Defect Segmentation Christina Thrainer Md Meftahul Ferdaus Mahdi Abdelguerfi Christian Guetl Steven Sloan Kendall N. Niles Ken Pathak 88 0 0 06 Oct 2025
Using predefined vector systems as latent space configuration for neural network supervised training on data with arbitrarily large number of classes Nikita Gabdullin 132 2 0 05 Oct 2025
Diffusion-Classifier Synergy: Reward-Aligned Learning via Mutual Boosting Loop for FSCIL Ruitao Wu Yifan Zhao Guangyao Chen Jia Li 191 0 0 04 Oct 2025
Provenance Networks: End-to-End Exemplar-Based Explainability Ali Kayyam Anusha Madan Gopal M. Anthony Lewis BDL 92 0 0 03 Oct 2025
Task-Level Contrastiveness for Cross-Domain Few-Shot Learning Kristi Topollai A. Choromańska 108 0 0 03 Oct 2025
GLAI: GreenLightningAI for Accelerated Training through Knowledge Decoupling Jose I. Mestre Alberto Fernández-Hernández Cristian Pérez-Corral Manuel F. Dolz Jose Duato Enrique S. Quintana-Ortí 165 0 0 01 Oct 2025
Continual Learning with Query-Only Attention Gautham Udayakumar Bekal Ashish Pujari Scott David Kelly CLL 240 0 0 01 Oct 2025
"Stop replacing salt with sugar!'': Towards Intuitive Human-Agent Teaching Nikolaos Kondylidis Andrea Rafanelli Ilaria Tiddi A. T. Teije F. V. Harmelen 72 0 0 29 Sep 2025
VT-FSL: Bridging Vision and Text with LLMs for Few-Shot Learning Wenhao Li Qiangchang Wang Xianjing Meng Z. Wu Yilong Yin VLM 280 0 0 29 Sep 2025
MetaChest: Generalized few-shot learning of pathologies from chest X-rays Berenice Montalvo-Lezama Gibran Fuentes-Pineda 116 0 0 29 Sep 2025
Adaptive Policy Backbone via Shared Network Bumgeun Park Donghwan Lee OffRL OnRL 148 0 0 26 Sep 2025
Automatic Red Teaming LLM-based Agents with Model Context Protocol Tools Ping He Changjiang Li Xingshuang Lin Xuhong Zhang R. Beyah LLMAG AAML 146 1 0 25 Sep 2025
MoTiC: Momentum Tightness and Contrast for Few-Shot Class-Incremental Learning Zeyu He Shuai Huang Yuwu Lu Ming Zhao CLL 88 0 0 24 Sep 2025
Adaptive Model Ensemble for Continual Learning Yuchuan Mao Zhi Gao Xiaomeng Fan Yuwei Wu Yunde Jia Chenchen Jing CLL KELM 100 0 0 24 Sep 2025
A $^2$ M $^2$ -Net: Adaptively Aligned Multi-Scale Moment for Few-Shot Action RecognitionInternational Journal of Computer Vision (IJCV), 2025 Zilin Gao Qilong Wang Bingbing Zhang Q. Hu P. Li 124 0 0 22 Sep 2025
Statistical Insight into Meta-Learning via Predictor Subspace Characterization and Quantification of Task Diversity Saptati Datta Nicolas W. Hengartner Yulia Pimonova Natalie E. Klein Nicholas Lubbers 112 0 0 22 Sep 2025
Dual-View Alignment Learning with Hierarchical-Prompt for Class-Imbalance Multi-Label ClassificationIEEE Transactions on Image Processing (IEEE TIP), 2025 Sheng Huang Jiexuan Yan B. Liu Bo Liu Richang Hong VLM 132 0 0 22 Sep 2025
TS-P $^2$ CL: Plug-and-Play Dual Contrastive Learning for Vision-Guided Medical Time Series Classification Qiáo Xu Pengfei Wang Bo Zhong Tianwen Qian Xiaoling Wang Ye Wang Hong-ye Yu AI4TS VLM 92 0 0 22 Sep 2025
White Aggregation and Restoration for Few-shot 3D Point Cloud Semantic Segmentation Jiyun Im Subeen Lee Miso Lee Jae-Pil Heo 3DPC 180 0 0 17 Sep 2025