Prototype Learning

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5 papers in the last four weeks, up 25% on the four weeks before. 0.0% of all new papers.

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  1. Prototype-Rule Neurosymbolic Regularization for Rank-Constrained Tensor Neural Networks under Label Scarcity

    Sep 30, 2026Eftychios Protopapadakis, Konstantinos Makantasis, Konstantinos M. GiannoutakisTensor NetworksPrototype Learning

    Department of Applied Informatics, University of Macedonia, 156 Egnatia Street, 54636 Thessaloniki, Greece · Department of Artificial Intelligence, Faculty of Information & Communication Technology, University of Malta, Msida, Malta

  2. FlowAtom: Atom-Based Evidence Aggregation for Multi-Label Website Fingerprinting

    Sep 24, 2026Chongru Fan, Wentao Huang, Wei Wang +4Multi-Label ClassificationPrototype Learning

    School of Cyberspace Security, Beijing University of Posts and Telecommunications, Beijing, China · Zhongguancun Laboratory, Beijing, China

  3. Diverse by Design: Architectural Constraints for Prototype-Based Interpretability

    Sep 23, 2026Xinmiao Lin, Matthew WrightPrototype-Based ClassificationPrototype Learning

    Rochester Institute of Technology

  4. ProtoLIP: From Sentence-Level to Object-Level Evidence Disentanglement

    Sep 14, 2026Yan Zhu, Yongbo Chen, Zhengming Ding +1Vision-Language ModelsPrototype Learning

    Department of Computer Science Tulane University New Orleans, LA, USA

  5. Skeletal Prototypes on Iterative Nerve Expansions

    Sep 14, 2026Jordan Eckert, Henry SchenckPrototype-Based ClassificationPrototype Learning

    Department of Mathematics and Statistics Auburn University Alabama, USA

  6. EEG-PRIME: Prototype-Aligned Representation Learning with Multi-Level Conditioning for EEG Decoding

    Aug 13, 2026Shuailei Zhang, Muyun Jiang, Wei Zhang +5Cross-Subject EEG DecodingZero-Shot Learning

    College of Computing and Data Science, Nanyang Technological University, Singapore · Southeast University, China · Centre for AI in Medicine, Nanyang Technological University, Singapore

  7. ProTAGAD: A Foundation Model for TAG Anomaly Detection with Decoupled Topological and Textual Prototypes

    Aug 11, 2026Ziyan Wang, Liwen Wu, Cheng Xie +3Prototype LearningText-Attributed Graph Learning

    School of Software and AI, Yunnan University, Kunming, China

  8. MD-ProTector: Positioning Multiple Data-Driven Prototypes for LLM-Generated Text Detection

    Aug 11, 2026Jinmo Han, Jimin Hong, Chanyeong Moon +3AI-Generated Text DetectionPrototype Learning

    Department of Electrical and Computer Engineering and INMC Seoul National University, Seoul, Republic of Korea

  9. Rethinking Medical Landmark Localization with Prototype Learning-based Progressive Offset Correction

    Aug 10, 2026Jingxian Xu, Yuhao Huang, Rusi Chen +2Prototype LearningMedical Image Localization

    Medical Ultrasound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, China · Centre for Artificial Intelligence and Robotics, Hong Kong Institute of Science & Innovation, Chinese Academy of Sciences, Hong Kong, China · Boston Children’s Hospital, Harvard Medical School, Boston, USA +3

  10. Modality Agreement- and Conflict-Aware Prototype Hypergraph Learning for Multimodal Intent Understanding

    Aug 4, 2026Mohnish Raj, Suraj Kumar, Soumi Chattopadhayay +2Prototype LearningMultimodal Fusion

    Mohnish Raj, Suraj Kumar, Graduate Student Member, IEEE, Soumi Chattopadhayay, Senior Member, IEEE, Chandranath Adak, Senior Member, IEEE, Ayan Dutta

  11. PaletteID: Prototype-Composed Semantic Identifiers for Multimodal CTR Prediction

    Jul 31, 2026Huanyu Liu, Baining Chen, Hui Liu +2Semantic ID RecommendationPrototype Learning

    Huazhong University of Science and Technology Wuhan, Hubei, China · Central China Normal University Wuhan, Hubei, China

  12. Prototype Adaptation for Zero-Shot sEMG Movement Classification

    Jul 28, 2026Rui Liu, Benjamin PaassenEMG-Based Gesture RecognitionZero-Shot Learning

    Faculty of Technology, Bielefeld University

  13. Dataset Distillation Based on Saliency-Driven Prototype Alignment

    Jul 28, 2026Yawen Zou, Wenqi Cai, Guang Li +3Prototype LearningDataset Distillation

    University of Toyama · Hokkaido University · University of Fukui

  14. PRiSM: Prototype Regularization for Few-Shot VLMs

    Jul 20, 2026Ghassen Baklouti, Omprakash Chakraborty, Jose Dolz +1VLM AdaptationPrototype Learning

    ÉTS Montreal

  15. M2P-AD: Memory-to-Prototype Learning with Boundary-aware Score Refinement for 3D Anomaly Detection

    Jul 15, 2026Seyoung Jeong, Jong Pil Yun, Sang Jun LeePrototype LearningIndustrial Anomaly Detection

    Jeonbuk National University, Jeonju, Republic of Korea · Manufacturing AI Research Center, Korea Institute of Industrial Technology (KITECH), Incheon, Republic of Korea

  16. TVT-PAPD: Pathology-Aware Prototype Distillation for Self-Supervised Whole Slide Image Classification

    Jul 11, 2026Ramesh Naidu Laveti, Jaya Sreevalsan-Nair, T K SrikanthPrototype LearningHistopathology Image Classification

    E-Health Research Center, International Institute of Information Technology Bangalore, Karnataka 560100, India.

  17. VCDP: Variation-Conditioned Distributional Proxy Learning for Semi-Supervised Medical Image Segmentation

    Jul 8, 2026Zimu Zhang, Yiheng Zhong, Zhuoru Zhang +4Prototype LearningSemi-Supervised Medical Image Segmentation

    2Xi’an Jiaotong-Liverpool University, China · 1Yale University, United States

  18. ProMoE-FL: Prototype-conditioned Mixture of Experts for Multimodal Federated Learning with Missing Modalities

    Jul 7, 2026Aavash Chhetri, Bibek Niroula, Eduard Vazquez +4Multimodal Federated LearningMissing-Modality Learning

    NepAl Applied Mathematics and Informatics Institute for research, Nepal · Fogsphere (Redev.AI Ltd), UK · University of Lausanne, Switzerland +4

  19. Open-Set Source Tracing as Compositional Factors via Structured Prototypes

    Jul 3, 2026Santiago Rubio, Antonio Almudévar, Antonio Miguel +2Audio Deepfake DetectionPrototype Learning

    ViVoLab, I3A University of Zaragoza Zaragoza, Spain

  20. LOPA: Enhancing Spoken Language Assessment via Latent Ordinal Prototype Alignment

    Jun 30, 2026Hong-Yun Lin, Fu-An Chao, Bi-Cheng Yan +1Prototype LearningOrdinal Regression

    National Taiwan Normal University

  21. Deep Image Prototype Learning with Geometric Heat-Kernel Priors

    Jun 17, 2026Jiarui Xing, Tal Zeevi, Nian Wu +1Medical Image AnalysisPrototype Learning

    Yale School of Medicine, New Haven CT, 06510, USA · University of Virginia, Charlottesville, VA, 22903, USA · Harvard Medical School, Boston MA, 02115, USA

  22. Hierarchical ODE: Learning Continuous-Time Physical Prototypes for Early Link Failure Detection

    Jun 12, 2026Jiaen Lv, Leran Qi, Shaowei WangIrregular Time-Series ModelingPrototype Learning

    School of Electronic Science and Engineering, Nanjing University, Nanjing, China.

  23. Bridging Day and Night: Unsupervised Cross-Domain Re-Identification with Synergistic Prompt and Prototype Learning

    Jun 10, 2026Jiyang Xu, Rui Liu, Hang DaiUnsupervised Domain AdaptationPrototype Learning

    School of Computer Science, Wuhan University, Wuhan, China

  24. Leveraging Morphology for Historical Script Metrological Analysis

    Jun 8, 2026Malamatenia Vlachou Efstathiou, Raphaël Baena, Dominique Stutzmann +1Historical Document AnalysisPrototype Learning

    LIGM, École des Ponts et Chaussées, IP Paris, CNRS, France · Institut de Recherche et d’Histoire des Textes, Paris, Île-de-France, France

  25. Disentangled Fine-Grained Prototype Learning for Incomplete Image-Tabular Classification

    Jun 3, 2026Feixiang Zhou, Jianyang Xie, Zhuangzhi Gao +10Missing-Modality LearningCross-Modal Alignment

    School of Eye and Vision Sciences, University of Liverpool, U.K. · School of Computer Science, University of Exeter, U.K. · School of Computer Science and Engineering, South China University of Technology, China +4

  26. Learning Context-Conditioned Predicate Semantics via Prototype Feedback

    May 28, 2026NamGyu Jung, Chang ChoiScene Graph GenerationPrototype Learning

    Department of Computer Engineering, Gachon University, Seongnam, Republic of Korea.

  27. SCKAN: Structural Consensus-based KAN Prototype Learning for Semi-Supervised Pancreas Segmentation

    May 26, 2026Yuqi Liu, Yufei Chen, Wei Fu +2Prototype LearningMedical Image Segmentation

    School of Computer Science and Technology, Tongji University, Shanghai, China · Artificial Intelligence Institute, Shanghai University, Shanghai, China · Department of Computer and Data Science and Department of Biomedical2026 Engineering, Case Western Reserve University, Cleveland, USA

  28. Learnable Shape Prototypes with Occlusion-Geometry-Guided Injection for Amodal Instance Segmentation

    May 23, 2026Fufan Zhang, Jingxiang Wang, Xiangjie YeRepresentation LearningOcclusion Reasoning

    School of Mechanical Engineering and Automation, Northeastern University, Shenyang 110819, China · School of Information Science and Engineering, Northeastern University, Shenyang 110819, China

  29. Asymmetric Adaptation-based Real-time Fault Diagnosis Under Transitional Operating Conditions

    May 23, 2026Hongshuo Zhao, Zeyi Liu, Xiao HeContinual Test-Time AdaptationPrototype Learning

    MCC5 Group Shanghai Co. LTD Shanghai, China

  30. Dual Prototype-Conditioned Diffusion Model for Scalable Multi-Class Unsupervised Anomaly Detection in Large Category Spaces

    May 23, 2026Yaoxuan Feng, Yuxin Li, Weijiang Lv +5Prototype LearningIndustrial Anomaly Detection

    National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, 710071, China.