Self-Supervised Learning

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37 papers in the last four weeks, up 429% on the four weeks before. 0.4% of all new papers.

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  1. Randomly Initialized Networks Can Learn from Peer-to-Peer Consensus

    Apr 20, 2026Esteban Rodríguez-Betancourt, Edgar Casasola-MurilloSelf-Supervised LearningSelf-Distillation Framework

    Posgrado en Computación e Informática Universidad de Costa Rica · Escuela de Ciencias de la Computación Universidad de Costa Rica

  2. iDocV2: Leveraging Self-Supervision and Open-Set Detection for Improving Pattern Spotting in Historical Documents

    Apr 17, 2026Jose M. Saavedra, Crhistopher Stears, Marcelo Pizarro +2Open-Set RecognitionSelf-Supervised Learning

    Facultad de Ingeniería y Ciencias Aplicadas, Universidad de los Andes, Chile, Av. Monseñor Álvaro del Portillo, 12455, Santiago, 7620086, RM, Chile.

  3. Stylistic-STORM (ST-STORM) : Perceiving the Semantic Nature of Appearance

    Apr 17, 2026Hamed Ouattara, Pierre Duthon, Pascal Houssam Salmane +2Self-Supervised LearningAppearance

    Intelligent Transportation Systems Research Team, Cerema, 8 rue Bernard Palissy, 63017 Clermont-Ferrand, France · Intelligent Transportation Systems Research Team, Cerema, 1 avenue du Colonel Roche, 31400 Toulouse, France · Clermont Auvergne INP, Universit´e Clermont Auvergne, Institut Pascal, CNRS, 4 Avenue Blaise Pascal, 63178 Clermont-Ferrand, France

  4. SSMamba: A Self-Supervised Hybrid State Space Model for Pathological Image Classification

    Apr 17, 2026Enhui Chai, Sicheng Chen, Tianyi Zhang +2MambaSelf-Supervised Learning

    School of Computer Science, Northwest University · PuzzleLogic Pte Ltd, Singapore 229594, Singapore · Department of Electrical & Computer Engineering, National University of Singapore +1

  5. Graph self-supervised learning based on frequency corruption

    Apr 17, 2026Haojie Li, Mengjiao Zhang, Guanfeng Liu +3Graph Representation LearningSelf-Supervised Learning

    School of Data Science, Qingdao University of Science and Technology Qingdao, China · School of Information Science and Technology, Qingdao University of Science and Technology Qingdao, China · School of Computing, Macquarie University Sydney, Australia

  6. SPLIT: Self-supervised Partitioning for Learned Inversion in Nonlinear Tomography

    Apr 17, 2026Markus Haltmeier, Lukas Neumann, Nadja Gruber +1Image ReconstructionBayesian Inverse Problems

  7. Co-distilled attention guided masked image modeling with noisy teacher for self-supervised learning on medical images

    Apr 16, 2026Jue Jiang, Aneesh Rangnekar, Harini VeeraraghavanSemi-Supervised Medical Image SegmentationSwin

    Memorial Sloan Kettering Cancer Center

  8. Using Deep Learning Models Pretrained by Self-Supervised Learning for Protein Localization

    Apr 13, 2026Ben Isselmann, Dilara Göksu, Heinz Neumann +1MicroscopySelf-Supervised Learning

    Department of Mathematics and Natural Sciences, Hochschule Darmstadt, Schoefferstraße 3, Darmstadt, 64295, Hessen, Germany. · Department of Chemical Engineering and Biotechnology, Hochschule Darmstadt, Stephanstrasse 7, Darmstadt, 64295, Hessen, Germany. · European University of Technology, European Union. +1

  9. Control-DINO: Feature Space Conditioning for Controllable Image-to-Video Diffusion

    Apr 2, 2026Edoardo A. Dominici, Thomas Deixelberger, Konstantinos Vardis +1Video Diffusion ModelsSelf-Supervised Learning

    Huawei, Switzerland · Huawei, Austria · Graz University of Technology, Austria

  10. Learning Concepts, Not Tokens: Self-Supervised Semantic Alignment for Language Models

    Mar 31, 2026Christine Zhang, Dan Jurafsky, Chen ShaniNext-Token PredictionHierarchical Semantic Alignment

    Stanford University

  11. On the Asymptotics of Self-Supervised Pre-training: Two-Stage M-Estimation and Representation Symmetry

    Mar 29, 2026Mohammad Tinati, Stephen TuSelf-Supervised LearningPretraining

    Department of Electrical and Computer Engineering, University of Southern California

  12. Learning to Recorrupt: Noise Distribution Agnostic Self-Supervised Image Denoising

    Mar 26, 2026Brayan Monroy, Jorge Bacca, Julián TachellaNoise-AwareIterative Denoising Methods

    Universidad Industrial de Santander, Colombia · CNRS, ENS de Lyon, France

  13. Human-like Object Grouping in Self-supervised Vision Transformers

    Mar 14, 2026Hossein Adeli, Seoyoung Ahn, Andrew Luo +3Self-Supervised Vision TransformersSelf-Supervised Learning

    Zuckerman Mind Brain Behavior Institute, Columbia University, New York · Department of Social Science and AI, Hankuk University of Foreign Studies, Seoul · University of Hong Kong, Hong Kong +2

  14. Learning to Discover Iterative Spectral Algorithms

    Feb 10, 2026Zihang Liu, Oleg Balabanov, Yaoqing Yang +1Spectral Representation MethodSelf-Supervised Learning

    1International Computer Science Institute · University of California, Berkeley · 4Lawrence Berkeley National Laboratory +1

  15. Efficient Dataset Distillation for Pre-Trained Self-Supervised Models via Statistical Flow Matching

    Feb 5, 2026Qianxin Xia, Jiawei Du, Yuhan Zhang +6Diffusion-Based Dataset DistillationSelf-Supervised Learning

    University of Electronic Science and Technology of China, Chengdu, China · CFAR, Singapore · SWJTU, Chengdu, China

  16. Self-Supervised Learning from Structural Invariance

    Feb 2, 2026Yipeng Zhang, Hafez Ghaemi, Jungyoon Lee +3Self-Supervised LearningLatent Representation Alignment

    Mila - Qu´ebec AI Institute · Universit´e de Montr´eal · CHU Sainte-Justine +2

  17. Hypersolid: Emergent Vision Representations via Short-Range Repulsion

    Jan 29, 2026Esteban Rodríguez-Betancourt, Edgar Casasola-MurilloSelf-Supervised RepresentationsSelf-Supervised Learning

    Posgrado en Computación e Informática, Universidad de Costa Rica, San José, Costa Rica · Escuela de Ciencias de la Computación e Informática, Universidad de Costa Rica, San José, Costa Rica

  18. Pianist Transformer: Towards Expressive Piano Performance Rendering via Scalable Self-Supervised Pre-Training

    Dec 2, 2025Hong-Jie You, Jie-Jing Shao, Xiao-Wen Yang +3InstrumentPretraining

    State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing 210023, China · School of Artificial Intelligence, Nanjing University, Nanjing 210023, China · School of Intelligence Science and Technology, Nanjing University, Suzhou 215163, China

  19. FIELDS: Face reconstruction with accurate Inference of Expression using Learning with Direct Supervision

    Nov 26, 2025Chen Ling, Henglin Shi, Hedvig KjellströmBlind Face RestorationFacial Expression Recognition

    KTH Royal Institute of Technology, Sweden · Linköping University, Sweden

  20. Pre-train to Gain: Robust Learning Without Clean Labels

    Nov 25, 2025David Szczecina, Nicholas Pellegrino, Paul FieguthNoisy LabelsSelf-Supervised Learning

    Systems Design Engineering University of Waterloo Waterloo, Ontario, Canada

  21. PrismSSL: One Interface, Many Modalities; A Single-Interface Library for Multimodal Self-Supervised Learning

    Nov 21, 2025Melika Shirian, Kianoosh Vadaei, Kian Majlessi +3Self-Supervised LearningMultimodal Pretraining

    dept. Computer Engineering University of Isfahan Isfahan, Iran · dept. Computer Engineering University of Texas at Dallas Isfahan, Iran · dept. Artificial Intelligence University of Isfahan Isfahan, Iran

  22. Graph Optimization Foundation Model: Tokenizing Graph via A Language-Model Paradigm

    Sep 29, 2025Yunhao Liang, Pujun Zhang, Yuan Qu +3Graph Foundation ModelCombinatorial Optimization

    Faculty of Engineering, The University of Hong Kong, Hong Kong SAR, China · Costello College of Business, George Mason University, VA, USA · Faculty of Business and Economics, The University of Hong Kong, Hong Kong, China +1

  23. SingLEM: Single-Channel Large EEG Model

    Sep 22, 2025Jamiyan Sukhbaatar, Satoshi Imamura, Ibuki Inoue +5Electroencephalography Foundation ModelsElectroencephalography

    Department of Electronic and Information Engineering, Tokyo University of Agriculture and Technology, Koganei-Shi 184–8588, Japan · Department of Electronics and Communication Engineering, National University of Mongolia, Ulaanbaatar, 14200 Mongolia

  24. Self-Supervised Goal-Reaching Results in Multi-Agent Cooperation and Exploration

    Sep 12, 2025Chirayu Nimonkar, Shlok Shah, Catherine Ji +1Multi-Agent CoordinationAutonomous Agents

    Princeton University

  25. FairSSL: Fair Multimodal Self-Supervised Learning

    Aug 22, 2025Jiaee Cheong, Abtin Mogharabin, Paul Liang +2Multimodal LearningSelf-Supervised Learning

    Harvard University · University of Cambridge · Middle East Technical University +1

  26. AdaDim: Dimensionality Adaptation for SSL Representational Dynamics

    May 18, 2025Kiran Kokilepersaud, Mohit Prabhushankar, Ghassan AlRegibSelf-Supervised RepresentationsSelf-Supervised Learning

    Department of Electrical and Computer Engineering Georgia Institute of Technology Atlanta, GA 30308

  27. Clinician-Friendly Foundation Models for Ophthalmic Image Diagnostics without Fine-Tuning or Technical Barriers

    Apr 22, 2025Meng Wang, Tian Lin, Qingshan Hou +69OphthalmologyFundus Images

  28. Meta-Representational Predictive Coding: Neuroscience-Informed Self-Supervised Learning

    Mar 22, 2025Alexander Ororbia, Karl Friston, Rajesh P. N. RaoPredictive CodingSelf-Supervised Learning

    Rochester Institute of Technology · Rochester, New York, USA · VERSES AI Research Lab +3

  29. Hyperspectral Image Restoration and Super-resolution with Physics-Aware Deep Learning for Biomedical Applications

    Mar 3, 2025Yuchen Xiang, Zhaolu Liu, Monica Emili Garcia-Segura +12Hyperspectral Image Super-ResolutionHyperspectral Image

    Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK · Department of Mathematics, Imperial College London, London, UK · Department of Clinical Neurosciences and NIHR Biomedical Research Centre, University of Cambridge, Cambridge, UK +4

  30. Stochastic Optimal Control for Continuous-Time fMRI Representation Learning

    Feb 7, 2025Joonhyeong Park, Byoungwoo Park, Chang-Bae Bang +4Functional Magnetic Resonance ImagingRepresentation Learning

    KAIST · Yonsei University · EverEx +1

  31. Learning to Visually Connect Actions and their Effects

    Jan 19, 2024Paritosh Parmar, Eric Peh, Basura FernandoFine-Grained Video UnderstandingSelf-Supervised Learning

    Institute of High-Performance Computing, Agency for Science, Technology and Research, Singapore

  32. DIRA-SS:Dynamic Domain Incremental Regularised Adaptation -- Self-Supervised

    Nov 13, 2023Abanoub Ghobrial, Kerstin EderDomain AdaptationSelf-Supervised Learning

    University of Bristol, Bristol, UK

  33. Training-Free Uncertainty Estimation for Embedding Models

    May 31, 2023Young-Jin Park, Addison Kristanto Julistiono, Hao Wang +2Uncertainty-Aware ClassificationSelf-Supervised Learning

    Massachusetts Institute of Technology · MIT-IBM Watson AI Lab

  34. A unified self-supervised framework for single-frame Fresnel CDI and overlapped ptychography

    Date pendingOliver Hoidn, Steven Henke, Albert Vong +3Image ReconstructionSingle-Photon Avalanche Diode

    SLAC National Accelerator Laboratory, Menlo Park, California 94025, USA · Argonne National Laboratory, Lemont, Illinois 60439, USA