Generalizing from a Few Examples: A Survey on Few-Shot Learning

10 April 2019

Papers citing "Generalizing from a Few Examples: A Survey on Few-Shot Learning"

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Title
The Pitfalls of Growing Group Complexity: LLMs and Social Choice-Based Aggregation for Group Recommendations Cedric Waterschoot N. Tintarev Francesco Barile 49 0 0 08 May 2025
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies Lucas Heublein N. Raichur Tobias Feigl Tobias Brieger Fin Heuer Lennart Asbach A. Rügamer Felix Ott 49 7 0 31 Mar 2025
Self-supervised Benchmark Lottery on ImageNet: Do Marginal Improvements Translate to Improvements on Similar Datasets? Utku Ozbulak Esla Timothy Anzaku Solha Kang W. D. Neve J. Vankerschaver 50 0 0 28 Jan 2025
Towards Cross-Tokenizer Distillation: the Universal Logit Distillation Loss for LLMs Nicolas Boizard Kevin El Haddad C´eline Hudelot Pierre Colombo 68 14 0 28 Jan 2025
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Fatemeh Askari Amirreza Fateh Mohammad Reza Mohammadi 85 3 0 17 Jan 2025
AI on My Shoulder: Supporting Emotional Labor in Front-Office Roles with an LLM-based Empathetic Coworker V. D. Swain Qiuyue "Joy" Zhong Jash Rajesh Parekh Yechan Jeon Roy Zimmerman Mary Czerwinski J. Suh Varun Mishra Koustuv Saha Javier Hernández AI4MH 36 0 0 18 Oct 2024
How Can I Get It Right? Using GPT to Rephrase Incorrect Trainee Responses Jionghao Lin Zifei Han Danielle R. Thomas Ashish Gurung Shivang Gupta Vincent Aleven Kenneth R. Koedinger 25 13 0 02 May 2024
Can LLMs Understand Computer Networks? Towards a Virtual System Administrator Denis Donadel Francesco Marchiori Luca Pajola Mauro Conti 32 7 0 19 Apr 2024
Flatness Improves Backbone Generalisation in Few-shot Classification Rui Li Martin Trapp Marcus Klasson Arno Solin 45 0 0 11 Apr 2024
Few-Shot Object Detection: Research Advances and Challenges Zhimeng Xin Shiming Chen Tianxu Wu Yuanjie Shao Weiping Ding Xinge You ObjD 34 24 0 07 Apr 2024
Generative AI and Process Systems Engineering: The Next Frontier Benjamin Decardi-Nelson Abdulelah S. Alshehri Akshay Ajagekar Fengqi You AI4CE LLMAG 26 24 0 15 Feb 2024
Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes Raphael Lafargue Yassir Bendou Bastien Pasdeloup J. Diguet Ian Reid Vincent Gripon Jack Valmadre 21 0 0 29 Jan 2024
Autocompletion of Chief Complaints in the Electronic Health Records using Large Language Models K. M. S. Islam A. S. Nipu Praveen Madiraju Priya Deshpande LM&MA 29 7 0 11 Jan 2024
Low-Resource Vision Challenges for Foundation Models Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 24 5 0 09 Jan 2024
Deep learning based detection of collateral circulation in coronary angiographies Cosmin Hatfaludi Daniel Bunescu C. Ciușdel Alex Serban Karl Böse ... Christopher Seehase H. Langer J. Erdmann H. Nording Lucian Mihai Itu 10 0 0 08 Jan 2024
Large Language Models Are Zero-Shot Text Classifiers Zhiqiang Wang Yiran Pang Yanbin Lin 11 29 0 02 Dec 2023
Concept Distillation: Leveraging Human-Centered Explanations for Model Improvement Avani Gupta Saurabh Saini P. J. Narayanan 25 6 0 26 Nov 2023
MetaFBP: Learning to Learn High-Order Predictor for Personalized Facial Beauty Prediction Luojun Lin Zhifeng Shen Jia-Li Yin Qipeng Liu Yuanlong Yu Weijie Chen CVBM 24 4 0 23 Nov 2023
Transfer Attacks and Defenses for Large Language Models on Coding Tasks Chi Zhang Zifan Wang Ravi Mangal Matt Fredrikson Limin Jia Corina S. Pasareanu AAML SILM 24 1 0 22 Nov 2023
Exploring Graph Classification Techniques Under Low Data Constraints: A Comprehensive Study Kush Kothari Bhavya Mehta Reshmika Nambiar S. Shrawne 20 0 0 21 Nov 2023
Analysis and Applications of Deep Learning with Finite Samples in Full Life-Cycle Intelligence of Nuclear Power Generation Chenwei Tang Wenqiang Zhou Dong Wang Caiyang Yu Zhenan He ... Shudong Huang Yi Gao Jianming Chen Wentao Feng Jiancheng Lv AI4CE 28 0 0 07 Nov 2023
Efficient Cross-Task Prompt Tuning for Few-Shot Conversational Emotion Recognition Yige Xu Zhiwei Zeng Zhiqi Shen VLM 25 3 0 23 Oct 2023
PrototypeFormer: Learning to Explore Prototype Relationships for Few-shot Image Classification Feihong He Gang Li Lingyu Si VLM ViT 52 1 0 05 Oct 2023
Efficiency is Not Enough: A Critical Perspective of Environmentally Sustainable AI Dustin Wright Christian Igel Gabrielle Samuel Raghavendra Selvan 29 15 0 05 Sep 2023
Knowledge-Enhanced Multi-Label Few-Shot Product Attribute-Value Extraction Jiaying Gong Wei-Te Chen Hoda Eldardiry VLM 13 6 0 16 Aug 2023
Image Synthesis under Limited Data: A Survey and Taxonomy Mengping Yang Zhe Wang 28 8 0 31 Jul 2023
Deep Learning and Computer Vision for Glaucoma Detection: A Review Mona Ashtari-Majlan Mohammad Mahdi Dehshibi David Masip 25 9 0 31 Jul 2023
A metric learning approach for endoscopic kidney stone identification Jorge Gonzalez-Zapata F. Lopez-Tiro Elias Villalvazo-Avila Daniel Flores-Araiza Jacques Hubert Andres Mendez-Vazquez G. Ochoa-Ruiz C. Daul 28 4 0 13 Jul 2023
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation Zhaoxin Fan Puquan Pan Zeren Zhang C. Chen Tianyang Wang Si Zheng Min Xu VLM 28 0 0 13 Jul 2023
Assessing the Ability of ChatGPT to Screen Articles for Systematic Reviews Eugene Syriani István Dávid Gauransh Kumar 16 18 0 12 Jul 2023
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions Peng Yan Ahmed Abdulkadir Paul-Philipp Luley Matthias Rosenthal Gerrit A. Schatte Benjamin Grewe Thilo Stadelmann AI4TS 36 57 0 11 Jul 2023
Multimodal Prompt Learning for Product Title Generation with Extremely Limited Labels Bang-ju Yang Fenglin Liu Zheng Li Qingyu Yin Chenyu You Bing Yin Yuexian Zou VLM 33 5 0 05 Jul 2023
Improving Generalizability of Graph Anomaly Detection Models via Data Augmentation Shuang Zhou Xiao Shi Huang Ninghao Liu Huachi Zhou F. Chung Longhai Huang 36 23 0 18 Jun 2023
Channel-Spatial-Based Few-Shot Bird Sound Event Detection Lingwen Liu Yuxuan Feng Haitao Fu Yajie Yang Xin Pan Chenlei Jin 23 0 0 18 Jun 2023
FewSAR: A Few-shot SAR Image Classification Benchmark Rui Zhang Ziqi Wang Y. Li Jiabao Wang Zhiteng Wang 20 1 0 16 Jun 2023
Deep learning techniques for blind image super-resolution: A high-scale multi-domain perspective evaluation Valdivino Alexandre de Santiago Júnior 31 0 0 15 Jun 2023
ColdNAS: Search to Modulate for User Cold-Start Recommendation Shiguang Wu Yaqing Wang Qinghe Jing Daxiang Dong Dejing Dou Quanming Yao 17 7 0 06 Jun 2023
Evolutionary Solution Adaption for Multi-Objective Metal Cutting Process Optimization L. F. D. P. Sotto S. Mayer Hemanth Janarthanam A. Butz Jochen Garcke 14 0 0 31 May 2023
Instance-based Max-margin for Practical Few-shot Recognition Minghao Fu Kevin Zhu Jianxin Wu 24 2 0 27 May 2023
ChatAgri: Exploring Potentials of ChatGPT on Cross-linguistic Agricultural Text Classification Biao Zhao Weiqiang Jin Javier Del Ser Guangyao Yang 25 59 0 24 May 2023
Learning to detect an animal sound from five examples I. Nolasco Shubhr Singh V. Morfi Vincent Lostanlen A. Strandburg-Peshkin ... Michael G. Emmerson E. Versace E. Grout Haohe Liu D. Stowell 41 37 0 22 May 2023
Many or Few Samples? Comparing Transfer, Contrastive and Meta-Learning in Encrypted Traffic Classification Idio Guarino Chao Wang A. Finamore A. Pescapé Dario Rossi 18 11 0 21 May 2023
PromptNER: A Prompting Method for Few-shot Named Entity Recognition via k Nearest Neighbor Search Mozhi Zhang Hang Yan Yaqian Zhou Xipeng Qiu 21 10 0 20 May 2023
Model-based adaptation for sample efficient transfer in reinforcement learning control of parameter-varying systems Ibrahim Ahmed Marcos Quiñones-Grueiro G. Biswas 8 0 0 20 May 2023
ALT: An Automatic System for Long Tail Scenario Modeling Ya-Lin Zhang Jun Zhou Yankun Ren Yue Zhang Xinxing Yang Meng Li Qitao Shi Longfei Li 25 0 0 19 May 2023
DAC-MR: Data Augmentation Consistency Based Meta-Regularization for Meta-Learning Jun Shu Xiang Yuan Deyu Meng Zongben Xu 28 4 0 13 May 2023
Curating corpora with classifiers: A case study of clean energy sentiment online M. V. Arnold P. Dodds C. Danforth 19 0 0 04 May 2023
LSFSL: Leveraging Shape Information in Few-shot Learning Deepan Padmanabhan Shruthi Gowda Elahe Arani Bahram Zonooz 23 6 0 13 Apr 2023
From Saliency to DINO: Saliency-guided Vision Transformer for Few-shot Keypoint Detection Changsheng Lu Hao Zhu Piotr Koniusz 48 11 0 06 Apr 2023
FACE-AUDITOR: Data Auditing in Facial Recognition Systems Min Chen Zhikun Zhang Tianhao Wang Michael Backes Yang Zhang CVBM 30 14 0 05 Apr 2023