Semi-Supervised Learning

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9 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

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  1. Decoupled Optimization for Teacher-Student Semi-Supervised Learning via a Pioneer Student

    Oct 7, 2026Haorong Han, Jidong Yuan, Chixuan Wei +1Semi-Supervised LearningTeacher-Student Learning

    School of Computer Science and Technology Beijing Jiaotong University · School of Data Science and Intelligent Media Communication University of China

  2. Label-Efficient Deep Learning for ECG Delineation: A Multi-Dataset Benchmark against Widely Used Delineation Tools

    Oct 6, 2026Jeonghwa Lim, Minje Park, Yeongyeon Na +6Self-Supervised LearningElectrocardiography

    VUNO Inc., Seoul, South Korea · Department of AI Mobility Engineering, Ajou University, Suwon, South Korea · C&Thoth Co., Ltd., Seoul, South Korea +3

  3. Structure-aware Keypoint Localization for Videofluoroscopic Swallowing Study

    Oct 6, 2026Kai Zhou, Chuanshen Chen, Runhao Zeng +6Keypoint DetectionSemi-Supervised Learning

    South China University of Technology · Shenzhen MSU-BIT University · The Third Affiliated Hospital of Sun Yat-sen University +1

  4. Hub for Outliers, Spokes for Inliers: Uniform Latent Space Construction for Dual-Mismatched Semi-Supervised Learning

    Oct 6, 2026Li Yuan, Yaxin Hou, Jiawei Tang +2Class-Imbalanced LearningSemi-Supervised Learning

    School of Computer Science and Engineering, Southeast University, Nanjing, China

  5. Range-GRPO: Policy Optimization via Pairwise Relations among Reward Intervals

    Oct 1, 2026Ryunyi Lee, Kangjun Noh, Somin Kim +2Reward ModelingLLM-as-a-Judge

    Yonsei University

  6. SpecRegMatch: Robust Semi-Supervised Regression for Vehicle Interior Noise Prediction

    Sep 28, 2026Sejin Sim, Jinsoo Bae, Seoung Bum KimSemi-Supervised Learning

    School of Industrial and Management Engineering, Korea University, Seoul 02841, South Korea

  7. WhiteCon: Semi-Supervised Domain Adaptation Regression Through Whitening Transform and Dual Consistency

    Sep 28, 2026Se Jin Sim, Seoung Bum KimDomain AdaptationSemi-Supervised Learning

    School of Industrial and Management Engineering Korea University, Seoul, Republic of Korea

  8. Geometric Inductive Biases for Semi-Supervised Equalization: The Constellation-Aware Transformer

    Sep 27, 2026Avi CaciularuTransformerWireless Communications

    Google Research

  9. Colon3R: Cross-Domain 3D Reconstruction from Monocular Colonoscopic Video

    Sep 21, 2026Zhihao Xing, Yingyu Wang, Liang Zhao +1Domain Adaptation3D Reconstruction

  10. Learning Submanifolds for Subsequent Inference on Random Dot Product Graphs, Part 1: Theory

    Sep 16, 2026Michael W. Trosset, Carey E. PriebeSemi-Supervised LearningDecision-Making under Uncertainty

    Department of Statistics, Indiana University. · Department of Applied Mathematics & Statistics, Johns Hopkins University.

  11. Unlabeled Echoes: Pseudo-Labels and Genus-Aware Smoothing for Bat Call Recognition

    Sep 14, 2026Frank Fundel, Alexandra HowardPseudo-LabelingBioacoustics

    Ludwig-Maximilians-Universität München, Germany · University of the Free State, Department of Zoology and Entomology, Qwaqwa Campus, South Africa

  12. Relatively Smart II: Tractable or Semi-Supervised Instance-Optimal Learning

    Sep 11, 2026Shaddin Dughmi, Alireza F. PourClassificationSemi-Supervised Learning

    University of Southern California · University of Waterloo

  13. Semi-Supervised Learning under Spatially Biased Sampling

    Sep 7, 2026Bright Wiredu Nuakoh, Francky Fouedjio, Stephen Bradshaw +4Distribution ShiftSemi-Supervised Learning

    African Institute for Mathematical Sciences (AIMS), 17 KN 16 Ave, Kigali, Rwanda · Mathematical Application & Data Analytics Group, School of Science, Edith Cowan University, 270 Joondalup Drive, Joondalup, WA 6027, Australia · Data & Analytics, Rio Tinto, 152-158 St Georges Terrace, Perth, WA 6000, Australia +2

  14. Generalizable Brain Tumor Segmentation with Self-Training and Tumor-Aware Deformations

    Sep 2, 2026Henrique Zan Grande, Jeovane Honorio Alves, Rayson Laroca +1Brain Tumor SegmentationBraTS

    Pontifícia Universidade Católica do Paraná (PUCPR), Programa de Pós-Graduação em Informática (PPGIa), Curitiba, Paraná, Brazil · University of Luxembourg, SEDAN - SnT, Luxembourg, Luxembourg

  15. Semi-Supervised Classification with Informative Missing Labels in Weibull Mixture Models

    Sep 1, 2026Jinran Wu, You-Gan Wang, Geoffrey J. McLachlanLearning with Missing DataBinary Classification

    The University of Queensland, Australia

  16. Learning Dynamics of Logits Debiasing for Long-Tailed Semi-Supervised Learning

    Aug 31, 2026Yue Cheng, Jiajun Zhang, Xiaohui Gao +2Class-Imbalanced LearningSemi-Supervised Learning

    Beijing Jiaotong University · AntGroup · Northwestern Polytechnical University +1

  17. MAG: MAnifold Guided Semi-Supervised Multi-modal In-Context Learning

    Aug 13, 2026Zirui Cheng, Xun Xu, Tiankai Chen +7In-Context Example SelectionMultimodal ICL

    College of Design and Engineering, National University of Singapore · Institute for Infocomm Research, ASTAR, Singapore

  18. PseudoMapLabeler: Confidence-Aware Pseudo-Label Generation for Semi-Supervised Online Mapping

    Aug 12, 2026Chikao Tsuchiya, Dhaval Bhanderi, David Ilstrup +2HD Map ConstructionPseudo-Labeling

    Nissan Advanced Technology Center - Silicon Valley, Nissan North America, Santa Clara, CA 95014, USA

  19. Triple Expert Learning from Noisy Labels for Semi-Supervised Vision Foundation Model Adaptation

    Aug 10, 2026Xuanyu Liu, Zheng Fang, Hongyang He +2Mixture of ExpertsVision Foundation Model Adaptation

    Department of Computer Science The University of Warwick Coventry, UK · Manifolda.AI London, UK · Institute for Math & AI Wuhan University Wuhan, China

  20. MAGIC-SSCIL: Manifold Anchoring and Geometric Incremental Calibration for Semi-Supervised Class Incremental Learning

    Aug 5, 2026Yousef Abdi, Mohammad Asadpour, Yousef SeyfariClass-Incremental LearningIncremental Learning

    Faculty of Electrical and Computer Engineering, Universityof Tabriz, Tabriz, Iran · Faculty of Engineering, University of Maragheh, Maragheh,Iran

  21. Cloud-ScPO: Hidden-State Geometry for Semi-Supervised Preference Optimization in LLM Reasoning

    Aug 2, 2026Yuzhou Liu, Xiyang HuPreference OptimizationSemi-Supervised Learning

    University of Southern California · Arizona State University

  22. SCALP: Semi-Supervised Statistical Shape Modeling from Imperfect 3D Photogrammetry via Landmark-Anchored Spectral Warp

    Jul 31, 2026Nawazish Khan, Sanjay Bhandari, Sarang Joshi +8Point Cloud LearningStatistical Shape Modeling

    Scientific Computing and Imaging Institute, University of Utah, Salt Lake City, UT 84112, USA · Kahlert School of Computing, University of Utah, Salt Lake City, UT 84112, USA · Department of Biomedical Engineering, University of Utah, Salt Lake City, UT 84112, USA +1

  23. Locally Consistent Transductive Information Maximization for Few-Shot Remote Sensing Scene Classification

    Jul 31, 2026Karim El Khoury, Benoît Gérin, Benoît Macq +1Remote Sensing Image UnderstandingVision Foundation Model Adaptation

    ICTEAM, UCLouvain, Louvain-la-Neuve, Belgium

  24. Semi-Supervised Learning for Molecular Graphs via Ensemble Consensus

    Jul 30, 2026Rasmus Tirsgaard, Laurits Fredsgaard, Marisa Wodrich +2Ensemble LearningGraph-Based Semi-Supervised Learning

    Cognitive Systems, Department of Applied Mathematics and Computer Science, Technical University of Denmark.

  25. XMix: Combating Extremely Noisy Labels via Local Smoothness in Self-Supervised Feature Space

    Jul 26, 2026Chengqi Li, Yangdi Lu, Zhihao Shi +3Noisy-Label LearningLearning with Noisy Labels

    Department of Computing and Software, McMaster University · Département de génie logiciel et TI, École de Technologie Supérieure

  26. Latent Variable-Mediated Cross-Learning for Few-Shot Acoustic Impedance Imaging

    Jul 23, 2026Junheng Peng, Yong Li, Mingwei Wang +1Physics-Informed MLSemi-Supervised Learning

    The Key Laboratory of Earth Exploration & Information Techniques of Ministry Education, Chengdu University of Technology, Chengdu, 610059, China · School of Resources and Safety Engineering, Chongqing University, Chongqing, 400044, China · Institute of Space Earth Science, Nanjing University, Suzhou, 215163, China

  27. Weak-to-Strong Learning in Decision Making

    Jul 20, 2026Jingwei Ji, Renyuan XuStochastic OptimizationDecision-Focused Learning

    Management Science and Engineering, Stanford University

  28. Semi-Supervised Conditional Generative Learning through Stochastic Interpolation and Sufficient Representations

    Jul 18, 2026Changyu Liu, Yuling Jiao, Jian HuangRepresentation LearningStochastic Interpolants

    Institute for Mathematics and Artificial Intelligence, Wuhan University, Wuhan, China. · School of Artificial Intelligence, Hubei Key Laboratory of Computational Science, Wuhan University, Wuhan, China. · Departments of Data Science and Artificial Intelligence, and Applied Mathematics, The Hong Kong Polytechnic University, Hong Kong, China.

  29. OFD-Net: Teacher-Free Reliable Semi-supervised Medical Image Segmentation with Orthogonal Feature Disentanglement Net of Foreground-Background

    Jul 18, 2026Shao-feng Jiang, Zhe-yang Jing, Qin Lu +4Representation DisentanglementSemi-Supervised Medical Image Segmentation

    Department of Biomedical Engineering, and the Key Laboratory of Nondestructive Testing, Ministry of Education, Nanchang Hangkong University, Nanchang 330063, China

  30. Semi-Supervised Conditional Diffusion via Label Augmentation

    Jul 18, 2026Jin Su, Yuan Gao, Yong Zhou +1Data AugmentationSemi-Supervised Learning

    aDepartment of Applied Mathematics, The Hong Kong Polytechnic University, Hong Kong, China · bSchool of Statistics and Data Science, Nankai University, Tianjin, China · cSchool of Statistics, East China Normal University, Shanghai, China +1

  31. MTSSL: Meta-Thresholding Semi-Supervised Learning

    Jul 17, 2026Shuyang Liu, Ziang Zeng, Ruiqiu Zheng +4Pseudo-LabelingSemi-Supervised Learning

    School of Statistics, East China Normal University, Shanghai 200062, China

  32. Self-Supervised Visual Representation Learning: Pretrain-Finetuning or Joint Training?

    Jul 14, 2026Nusrat Munia, Tyler Ward, Nishat Nayla +2Supervised Fine-TuningSemi-Supervised Learning

    Department of Computer Science University of Kentucky Lexington, KY 40506, USA · Kentucky Geological Survey University of Kentucky Lexington, KY 40506, USA

  33. Temporal Feature Distillation for Label-Efficient Precise Event Spotting in Sports Videos

    Jul 13, 2026Hao Xu, Xinyu Wei, Sam Wells +1Vision TransformerSports Video Analysis

    Deakin University Melbourne, Australia · Champion Data Melbourne, Australia · Paralympics Australia Melbourne, Australia

  34. Generalized Distribution-Free Semi-Supervised Learning with Risk Rewrite

    Jul 11, 2026Yushi Hirose, Hiroo Irobe, Takafumi KanamoriSemi-Supervised LearningStatistical Learning Theory

    Department of Mathematical and Computing Science, Institute of Science Tokyo · 2RIKEN Center for Advanced Intelligence Project

  35. Integrating Large Language Models and Graph Convolutional Networks for Semi-Supervised Image Classification

    Jul 10, 2026Camila Piscioneri Magalhães, Lucas Pascotti ValemGraph Neural NetworksGraph-Based Semi-Supervised Learning

    Institute of Mathematics and Computer Science (ICMC) University of São Paulo (USP) São Carlos – SP – Brazil

  36. Wat3R: Underwater 3D Geometry Learning without Annotations

    Jul 9, 2026Jiangwei Ren, Xingyu Jiang, Zijie Song +4Multi-View Depth EstimationUnderwater Imaging

    Huazhong University of Science and Technology

  37. CASL-VAE: Learning Structured Latent Variables from Unpaired Data for Semi-supervised Clustering and Paired Sample Generation

    Jul 9, 2026Sai Spandana Chintapalli, Pratik Chaudhari, Christos DavatzikosVariational AutoencodersContrastive Learning

    Center for AI and Data Science for Integrated Diagnostics, University of Pennsylvania · Department of Bioengineering, University of Pennsylvania · Department of Electrical and Systems Engineering, University of Pennsylvania +1

  38. Fast Rates for Semi-Supervised Learning via Data-Augmentation Graph Regularization

    Jul 8, 2026Adam M. ObermanData AugmentationGraph-Based Semi-Supervised Learning

    Department of Mathematics and Statistics, McGill University · Mila, Quebec AI Institute · LawZero

  39. TACoS: Weakly Supervised Learning of Two-Dimensional Materials from Scribble Annotations to Precise Segmentation

    Jul 8, 2026Jiabei Chen, Liping Zhang, Jiang-Bin Wu +6Weakly Supervised Semantic SegmentationSemi-Supervised Learning

    AnnLab, Institute of Semiconductors, Chinese Academy of Sciences, Beijing, 100083, China · Center of Materials Science and Optoelectronics Engineering & School of Integrated Circuits, University of Chinese Academy of Sciences, Beijing, 100049, China · State Key Laboratory of Semiconductor Physics and Chip Technologies, Institute of Semiconductors, Chinese Academy of Sciences, Beijing, 100083, China

  40. A Near-Linear-Time Solver for Graph pp-Laplacian Semi-Supervised Learning via Continuation in pp

    Jul 3, 2026Oren E. LivneGraph-Based Semi-Supervised LearningSemi-Supervised Learning

    Pine Birch Analytics, Churchville, PA

  41. Population-Based Multi-Objective Training of Discriminators for Semi-Supervised GANs

    Jul 2, 2026Francisco Sedeño, Francisco Chicano, Jamal ToutouhEvolutionary OptimizationSemi-Supervised Learning

    ITIS Software, University of Malaga Malaga, Spain · CSAIL MIT, Cambridge, MA, USA

  42. Revisiting Chain-of-Thought Reasoning under Limited Supervision: Semi-supervised Chain-of-Thought Learning

    Jul 1, 2026Hongyang He, Jiuming Liu, Victor SanchezSelf-Training for Language ModelsCoT Reasoning

    University of Warwick · University of Cambridge

  43. SemiScope: Disentangling Classifier Tuning and Joint Optimization in Semi-Supervised Security Classification

    Jun 30, 2026Rui Shu, Tianpei Xia, Jingzhu HeSelf-TrainingCybersecurity

    North Carolina State University · ShanghaiTech University

  44. Geometric Gradient Rectification for Safe Open-Set Semi-Supervised Learning

    Jun 25, 2026Jiahe Chen, Qian Shao, Qiyuan Chen +4Gradient InterferenceOpen-Set Recognition

    College of Computer Science and Technology, Zhejiang University · Shanghai Innovation Institute · The Hong Kong University of Science and Technology (Guangzhou) +3

  45. Dual Agreement Consistency Learning for Semi-Supervised Fetal Ultrasound Segmentation

    Jun 24, 2026Fangyijie Wang, Guénolé Silvestre, Ziyang Wang +1Ultrasound Image SegmentationSemi-Supervised Medical Image Segmentation

    Research Ireland Centre for Research Training in Machine Learning · School of Medicine, University College Dublin, Dublin, Ireland · School of Computer Science, University College Dublin, Dublin, Ireland +1

  46. SLeDGe: Semi-Supervised Learning on Data Streams with Graph Structure Learning

    Jun 19, 2026Heechan Moon, Kijung ShinGraph Structure LearningGraph-Based Semi-Supervised Learning

    KAIST, Seoul, Republic of Korea

  47. Detecting Satellites in Radio-Frequency Data via Semi-Supervised Learning

    Jun 18, 2026Cade W. Trotter, Maksim E. Eren, Justin C. Holmes +4Remote SensingSemi-Supervised Learning

    Modeling and Observations of Earth Systems, Los Alamos National Laboratory, Los Alamos, New Mexico, USA. · Computational Intelligence & Modeling, Los Alamos National Laboratory, Los Alamos, New Mexico, USA. · Applied Mathematics and Plasma Physics, Los Alamos National Laboratory, Los Alamos, New Mexico, USA. +2

  48. ARTEMIS: Agent-guided Reliability-aware Temporal Mask Evolution for Imperfectly Supervised Video Polyp Segmentation

    Jun 18, 2026Tong Wang, Siwen Wang, Yaolei Qi +4Video Object SegmentationSemi-Supervised Medical Image Segmentation

    Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications, Southeast University, Ministry of Education, Jiangsu, China · Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE · School of Medicine, Case Western Reserve University, Cleveland, OH, USA

  49. Scaling Learning-based AEB with Massive Unlabeled Data

    Jun 17, 2026Xiangyu Wang, Yang Zhan, Mengxiang Hao +9Collision AvoidanceAutonomous Driving

    All authors are with Li Auto.

  50. Seed-Guided Semi-Supervised Clustering by A-Contrario Anomaly Detection

    Jun 17, 2026Nassir MohammadClusteringSemi-Supervised Learning

    Cyber Innovation Lab, Airbus, Newport, UK

  51. Graph Neural Networks for Semi-Supervised Image Classification with Multi-Feature Aggregation

    Jun 16, 2026Marina Chagas Bulach Gapski, Vinicius Atsushi Sato Kawai, Gustavo Rosseto Leticio +3Graph Neural NetworksSemi-Supervised Learning

    Department of Statistics, Applied Mathematics, and Computing (DEMAC), São Paulo State University (UNESP), Av. 24 A, Rio Claro, SP, 13506-900, Brazil. · Institute of Mathematics and Computer Science (ICMC), University of São Paulo (USP), Av. Trabalhador São-carlense, 400 - Centro, São Carlos, SP, 13566-590, Brazil. · Department of Computer Science and Engineering, University of Quebec in Outaouais (UQO), 101 St-Jean Bosco, Gatineau, Quebec, J8X 3X7, Canada.

  52. Video-Based Optimal Transport for Feedback-Efficient Offline Preference-Based Reinforcement Learning

    Jun 15, 2026Tung M. Luu, Hwanhee Kim, Younghwan Lee +1Offline RLSemi-Supervised Learning

    Korea Advanced Institute of Science and Technology (KAIST).

  53. Confidence Score Guided Incremental and Speaker Adaptive Pseudo-Labeling for Semi-Supervised Elderly Speech Recognition

    Jun 15, 2026Chengxi Deng, Xurong Xie, Shujie Hu +7Speech ProcessingAutomatic Speech Recognition

    The Chinese University of Hong Kong, Hong Kong SAR, China · Institute of Software, Chinese Academy of Sciences, China · National Research Council Canada, Canada

  54. Instance-Aware Knowledge Distillation for Semi-Supervised Learning of an On-Board Multi-Task Dense Prediction Model for Collision Avoidance System

    Jun 15, 2026Gyutae Hwang, Sang Jun LeeCollision AvoidanceInstance Segmentation

    Division of Electronics and Information Engineering, Jeonbuk National University, 567 Baekje-daero, Deokjin-gu, Jeonju, 54896, Republic of Korea

  55. Decoding Insect Song: A Multitask Semisupervised Orthoptera Bioacoustic Classifier

    Jun 11, 2026Olga Isupova, Danil Kuzin, Ella Browning +2Audio Representation LearningAudio Understanding

    Leverhulme Centre for Nature Recovery, School of Geography and the Environment, University of Oxford, Oxford, UK

  56. Prediction-Powered Causal Inference by Automatic Debiased Machine Learning and Semi-Supervised Riesz Regression

    Jun 11, 2026Masahiro KatoSemiparametric InferenceParameter Estimation

    Data Analytics Department, Mizuho-DL Financial Technology, Co., Ltd.

  57. Semi-supervised Source Detection in Astronomical Images: New Benchmark and Strong Baseline

    Jun 8, 2026Longhan Feng, Zihuang Cao, Ali Luo +5Object DetectionSemi-Supervised Learning

    School of Software Dalian University of Technology Dalian, China · National Astronomical Observatories Chinese Academy of Sciences Beijing, China · Research Institute of Highway Ministry of Transport Beijing, China

  58. SafeECGMatch: Calibration-Aware Joint Frequency and Time Space Semi-Supervised Learning for Open-Set ECG Classification

    Jun 6, 2026Hongkyu Koh, Ikbeom JangProbability CalibrationOpen-Set Recognition

    Hankuk University of Foreign Studies · Yongin, Republic of Korea

  59. GeoMin: Data-Efficient Semi-Supervised RLVR via Geometric Distribution Modeling

    Jun 3, 2026Guangcheng Zhu, Shenzhi Yang, Haobo Wang +9RL for Language Model ReasoningReinforcement Learning with Verifiable Rewards

    1Zhejiang University · 2Ant Group

  60. A Benchmark for Semi-supervised Multi-modal Crowd Counting

    Jun 2, 2026Haoliang Meng, Xiaopeng Hong, Yabin Wang +1Crowd CountingSemi-Supervised Learning

    Harbin Institute of Technology · Pengcheng Laboratory