Masked Autoencoders

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13 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. HuC-VideoMAE: Human-Centric Video Masked Autoencoding from synthetic data

    Oct 6, 2026Ricardo Pizarro, Roberto Valle, José M. Buenaposada +2Synthetic Data PretrainingMasked Autoencoders

    Universidad de Alcal´a, Alcal´a de Henares, Spain · Universidad Polit´ecnica de Madrid, Madrid, Spain · Universidad Rey Juan Carlos, M´ostoles, Spain

  2. LEON: Location Embeddings from OSM Neighborhoods via Hexagonal Graph Masked Autoencoders

    Oct 4, 2026Szymon Soltysiak, Radoslaw Malek, Jedrzej Kusnierz +3Masked AutoencodersGeospatial Representation Learning

    Department of Artificial Intelligence, Wroclaw University of Science and Technology, Wroclaw, Poland

  3. The hidden advantage of mask resampling: a theory of masked autoencoders

    Oct 1, 2026Jorge Medina Moreira, Lorenzo Bardone, Lenka ZdeborováMasked AutoencodersMasked Language Modeling

    Statistical Physics of Computation Laboratory, École Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland

  4. I Have a Stream: Making Self-Supervised Learning Work on Continuous Video

    Sep 30, 2026Ivan Martinović, Lukas Knobel, Yuki M. AsanoMasked AutoencodersSelf-Supervised Learning

    Faculty of Electrical Engineering and Computing, University of Zagreb · Fundamental AI Lab, University of Technology Nuremberg

  5. Masked Swingers: Harnessing Data Augmentation to Advance Autoencoders for Self-Supervised Learning

    Sep 29, 2026Anthony Fuller, Scott C. Lowe, Daniel G. Kyrollos +3Masked AutoencodersInvariant Representation Learning

    Vector Institute · Carleton University · University of Guelph +1

  6. What masking geometry works best for EEG foundation models?

    Sep 27, 2026Pierre Guetschel, Bruno Aristimunha, Yassine El Ouahidi +3Masked AutoencodersEEG Decoding

    Donders Institute for Brain, Cognition and Behaviour Radboud University Nijmegen, The Netherlands · Yneuro, University of California San Diego, Paris, France · Lab-STICC, IMT Atlantique Brest, France +2

  7. Fed-ReMasker: Federated Tabular Imputation under Feature-Level Missingness

    Sep 23, 2026Ioannis Papathanail, Rooholla Poursoleymani, Lubnaa Abdur Rahman +1Incomplete Data ImputationMasked Autoencoders

    ARTORG Center for Biomedical Engineering Research University of Bern, Bern, Switzerland · Graduate School for Cellular and Biomedical Sciences University of Bern, Bern, Switzerland

  8. MiTHras: Task-specific Hierarchical Semi-supervised Contrastive Masked Autoencoder for Mitotic Figure Analysis

    Sep 21, 2026Trinh T. L. Vuong, Simon Graham, Quoc Dang Vu +5Contrastive LearningMasked Autoencoders

    Department of Pathology, Brigham and Women’s Hospital, Harvard Medical School, Boston, USA · Histofy Ltd, Coventry, United Kingdom · Department of Pathology, University Medical Center Ho Chi Minh City, Ho Chi Minh City, Vietnam +1

  9. Mask 2D-3D: Adaptive Dual-Masked Autoencoder Network for Image-to-Point Cloud Registration

    Sep 16, 2026Zhixin Cheng, Jiacheng Deng, Xiaotian Yin +3Masked AutoencodersPoint Cloud Registration

    School of Computer Science and Technology, Hefei University of Technology, Hefei 230601, China · School of Information Science and Technology, University of Science and Technology of China, Hefei 230027, China · Institute of Advanced Technology, University of Science and Technology of China, Hefei 230027, China

  10. MAETrack: Unleashing the Potential of Pretrained Geometric Priors for 3D Single Object Tracking

    Sep 15, 2026Sifan Zhou, Qiwei Wang, Linyue Tan +3Masked AutoencodersSelf-Supervised Pre-Training

    School of Automation, Southeast University, Nanjing, 210096, China · Key Laboratory of Measurement and Control of Complex Systems of Engineering, Ministry of Education, Nanjing, 210096, China · Harbin Institute of Technology Shenzhen, Shenzhen, 518000, China +1

  11. Which Pretext Task Transfers? Self-Supervised Pretraining Objectives for Lung Ultrasound

    Sep 15, 2026Moein Heidari, Junbo Rao, Jai Choraria +3Contrastive LearningMasked Autoencoders

    University of British Columbia, Vancouver, BC, Canada · Rutgers Cancer Institute of New Jersey, New Brunswick, NJ, USA

  12. Rethinking Procedural Audio Pre-training: Source Scaling and Objective Adaptation

    Sep 14, 2026Jiajun Peng, Fengrui Liu, Xinyu Liu +1Synthetic Data PretrainingAudio Representation Learning

    School of Data Science, University of Science and Technology of China, Hefei 230026, China · School of Computer Science and Technology, East China Normal University, Shanghai 200062, China · School of Psychology, Shanghai Jiao Tong University, Shanghai 200030, China

  13. MANAS-2: Constrained Reconstruction for EEG Foundation Models

    Sep 12, 2026Arvasu Kulkarni, Aditya Ray Mishra, Jeet Bandhu Lahiri +5ElectroencephalographyMasked Autoencoders

    Mannas AI · Indian Institute of Technology, Mandi

  14. Reading the Whole Heart: Latent-Attention Masked Autoencoders for Multimodal Cardiac Representation Learning

    Sep 10, 2026Andrea Agostini, Simon Böhi, Moritz Vandenhirtz +7Masked AutoencodersHealthcare

    Department of Computer Science, ETH Zurich, Switzerland · Department of Biomedical Engineering, University of Basel, Switzerland

  15. MEOX: Compact Multimodal Mixture-of-Experts for Earth Observation

    Sep 4, 2026Mohanad AlbughdadiMasked AutoencodersGeospatial Representation Learning

    European Centre for Medium-Range Weather Forecasts Bonn, Germany

  16. AgriField-40K: Adapting Vision Models to Agriculture With Efficient Continual Pretraining

    Aug 8, 2026Vasileios Tzouras, Paraskevas Pegios, Lazaros NalpantidisAgricultural Image AnalysisMasked Autoencoders

    Technical University of Denmark (DTU), Kongens Lyngby, Denmark · Pioneer Centre for Artificial Intelligence, Copenhagen, Denmark

  17. Curia-MAE: Multi-Modal Multi-Anatomy MAE Pre-Training for 3D Medical Image Segmentation

    Aug 6, 2026Théo Danielou, Antoine Saporta, Léo Alberge +1Medical Imaging Foundation ModelsMasked Autoencoders

    Raidium

  18. ReMiX-MAE: Learning Missing-Channel Cross-Modal Representations from RGB-Only Clinical Facial Videos for Sympathetic-Mediated Pain Assessment

    Aug 3, 2026Nan Bi, Taoyue Wang, Lijun Yin +1Missing-Modality LearningMasked Autoencoders

    School of Computing, Binghamton University, Binghamton, NY, USA · Department of Anesthesiology, SUNY Upstate Medical University, Syracuse, NY, USA

  19. Understanding and Correcting Low-Frequency Bias in EEG Foundation Model

    Aug 3, 2026Junjie Yu, Zihan Deng, Jianyu Zhang +8Masked AutoencodersSelf-Supervised Pre-Training

    Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, China · Omni-Intelligence, Shenzhen, China · College of Design and Engineering, National University of Singapore, Singapore +4

  20. WALoMA: A Multitask Wireless Foundation Model via Adaptive Low-Rank Masked Autoencoders

    Jul 28, 2026Madi Makin, Asmaa Abdallah, Abdulkadir Celik +1Wireless Foundation ModelsMasked Autoencoders

    Computer, Electrical, and Mathematical Sciences & Engineering (CEMSE) Division at King Abdullah University of Science and Technology (KAUST), Thuwal, KSA 23955-6900 · School of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, U.K.

  21. Neonatal Hypoxic-ischaemic Encephalopathy Classification from the EEG and HRV Signals Using a Conformer based Masked Autoencoder

    Jul 26, 2026Shuwen Yu, William P Marnane, Geraldine B. Boylan +1ElectroencephalographyMasked Autoencoders

    Department of Electrical & Electronic Engineering, School of Engineering and Architecture, University College Cork, Cork, Ireland · INFANT Research Centre, University College Cork, Cork, Ireland · Pediatrics and Child Health, University College Cork, Cork, Ireland

  22. Leveraging unlabelled data for generalizable neural population decoding

    Jul 15, 2026Ximeng Mao, Nanda H. Krishna, Avery Hee-Woon Ryoo +2Masked AutoencodersSelf-Supervised Pre-Training

    Mila – Quebec AI Institute · Université de Montréal · Canada CIFAR AI Chair

  23. A Masked Autoencoder Approach to Unsupervised Steel Surface Defect Recognition

    Jul 14, 2026Shrey PatelMasked AutoencodersIndustrial Anomaly Detection

    University of Maryland, College Park · United States of America

  24. ProsMAE: Multi-Source MAE Pretraining for ISUP Grade Classification

    Jul 9, 2026Anna Jung, Kyeonghun Kim, Youngung Han +6Computational PathologyMasked Autoencoders

    SNU · OUTTA · GIST +1

  25. Moonstone: A Multimodal Foundation Model and Benchmark for Lunar Remote Sensing

    Jul 3, 2026Ayush Prasad, Swarnalee MazumderMissing-Modality LearningMasked Autoencoders

    Space and Earth Observation Centre, Finnish Meteorological Institute, Finland · Data Management, German Climate Computing Centre, Germany

  26. MABLE: Masked Autoencoding with Bi-Lipschitz Decoding for Embeddings and Graph Metric Learning

    Jul 3, 2026Yaniv Shulman, Shaghayegh Akbarpour, Jack B. MuirMasked AutoencodersGraph Representation Learning

    Fleet Space Technologies, Adelaide, Australia · Research School of Earth Sciences, Australian National University, Acton, Australia

  27. Mitigating Positional Leakage in 3D Masked Autoencoders for Robust Representation Learning

    Jun 30, 2026Xu Yan, Huiqun Wang, Chen Wang +2Masked AutoencodersPoint Cloud Learning

    SKLCCSE, Beihang University, Beijing, China · SCSE, Beihang University, Beijing, China · NERCBDS, EIRI, Tsinghua University, Beijing, China +1

  28. OctoSense: Self-Supervised Learning for Multimodal Robot Perception

    Jun 25, 2026Anthony Bisulco, Jeremy Wang, Kostas Daniilidis +2Autonomous Driving DatasetsMasked Autoencoders

    1General, Robotics, Automation, Sensing and Perception (GRASP) Laboratory, University of Pennsylvania · Computer Science Department, Brown University

  29. 3D Masked Autoencoders are Robust Learners of Volumetric and Multimodal Cellular Representations for Microscopy

    Jun 22, 2026Amirhossein Kardoost, Lion Gleiter, Tingying Peng +1Cross-Modal Representation LearningMasked Autoencoders

    Institute of AI for Health & Helmholtz AI, Computational Health Center, Helmholtz Munich – German Research Center for Environmental Health, Neuherberg, Germany · Munich Center for Machine Learning (MCML), Munich, Germany · Department of Medicine III, Ludwig-Maximilian-University Hospital, Munich, Germany +2

  30. Reconstructing Randomly Masked Spectra Helps DNNs Identify Discriminant Wavenumbers

    Jun 19, 2026Yingying Wu, Jinchao Liu, Yan Wang +3Synthetic Data AugmentationMasked Autoencoders

    Institute of Robotics and Automatic Information System (IRAIS), College of Artificial Intelligence, Nankai University, China · VisionMetric Ltd, Canterbury, Kent, UK · School of Physics and Astronomy, University of Kent, UK +1