Self-Supervised

Ask about this topic

Recent momentum

-25%

15 papers in the last 28 days · 0.2% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Weekly history

Recent digests

What was published in this topic, kept on the site without email delivery.

Period ending 2026-09-21

11 new papers

A weekly snapshot of new work published in Self-Supervised.

Period ending 2026-09-07

5 new papers

A weekly snapshot of new work published in Self-Supervised.

191 papers

Latest in Self-Supervised

Browse all topics →
CardsList

  1. EMGBlend: Heterogeneity-Aware Self-Supervised Pretraining for Gesture and Force Decoding

    Sep 22, 2026Yuwei Jia, Cheng Zhong, Jinyang Yu +1Surface ElectromyographySelf-Supervised

  2. Online Supervised Dimension Reduction with Random Features: Diagnostics and Computational Trade-offs

    Sep 17, 2026Zhenlin Yao, Wei XiongPrincipal Component AnalysisDimensionality Reduction

  3. GrainSpeech: Less Context, More Detail for Compact Speech Synthesis

    Sep 16, 2026Zitao Liang, Chang GaoAcoustic RepresentationSelf-Supervised

  4. Similarity Pairing with Energy Mover's Distance for Self-Supervised Pre-Training at the LHC

    Sep 15, 2026Ho Fung Tsoi, Dylan RankinHigh Energy PhysicsSelf-Supervised

  5. Self-Supervised Learning for Robust Resonance Mass Regression in Cascade Decays

    Sep 15, 2026Ho Fung Tsoi, Alex Yang, Luis Felipe Gutierrez Zagazeta +2Self-SupervisedMassive

  6. Distributed JEPA: A Self-Supervised Framework for Energy Forecasting

    Sep 15, 2026Liana Toderean, Tudor Cioara, Vasilis Michalakopoulos +3Energy ForecastingJoint-Embedding Predictive Architectures

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

    Sep 15, 2026Moein Heidari, Junbo Rao, Jai Choraria +3UltrasoundSelf-Supervised

  8. MAST: Label-Efficient, Robust, and Generalizable Sound Detection for Biodiversity Monitoring via Masked Audio Pretraining and Self-Training

    Sep 14, 2026Tianyi Xu, Daniel Pimentel-Alarcón, Zuzana Buřivalová +1Passive Acoustic MonitoringBiodiversity Monitoring

  9. Does Attention-Guided Masking Really Help Object Discovery in Object-Centric Learning?

    Sep 14, 2026Youliang Tao, Yanhua Han, Bin Zhao +3Object-Centric LearningAttention-Guided Transunet

  10. BRIDGE-EEG: Bridging Self-Supervised Pretraining and Efficient Deployment for Cross-Dataset EEG Classification

    Sep 14, 2026Meghna Roy Chowdhury, Chengwei Zhou, Haotian Yu +2Electroencephalography Foundation ModelsElectroencephalography Spatial Super-Resolution

  11. One Skill Does Not Fit All: Automatic Discovery and Taxonomy-Guided Routing of Frame-Selection Skills for Long-Video Question Answering

    Sep 14, 2026Jian Hu, Zixu Cheng, Da Li +3Video Question AnsweringSelf-Supervised

  12. Self-supervised Pre-training Helps Retinal Disease Progression Modelling Most When Data Is Scarce

    Sep 14, 2026Ifeoma Veronica Nwabufo, Julius Gervelmeyer, Sarah Müller +1Self-SupervisedLongitudinal Data

  13. Physics-Driven Independent Pair Generation for Iterative Self-Supervised Low-Dose CT Denoising

    Sep 1, 2026Xianlei Han, Shaoyu Wang, Jiancheng Fang +2Low-Dose Computed TomographyTomography

  14. Three Steps at a Time: Learning Representations from Action Sequences in Contrastive RL

    Aug 31, 2026Michal Korniak, Kamil Dybek, Benjamin Eysenbach +2Action ChunksRepresentation Learning

  15. Self-Supervised Pretext Tasks for Infant Cry Analysis: A Controlled Comparison and a Cautionary Result on Donateacry

    Aug 31, 2026Luigi SimeoneSelf-Supervised Speech ModelsSelf-Supervised

  16. Scalable Self-Supervised Learning for Multiphase AC-OPF in Distribution Systems with Topology Reconfiguration

    Aug 25, 2026Hoang T. Nguyen, Shaohui Liu, Reetam Sen Biswas +4Ac Optimal Power FlowPower Systems

  17. A Controlled Study of Self-Supervised Image and Video Pretraining under Limited Resources

    Aug 13, 2026Brunó B. Englert, Gijs DubbelmanVideo PretrainingSelf-Supervised

  18. SBCO: Self-Supervised, Verifier-Grounded Harness Optimization For Planning Agents

    Aug 10, 2026Vivek Kulkarni, Sudipta Paul, Aounon Kumar +2Recursive Self-ImprovementModifications

  19. Fourier Self-Supervision for Fine-Grained Generalized Category Discovery

    Aug 9, 2026Sarah Rastegar, Mina Ghadimi Atigh, Pascal Mettes +2Generalized Category DiscoveryFine-Grained Perception

  20. Three Necessary Principles for Self-Supervised Visual Representation Learning

    Aug 8, 2026Nikos Giakoumoglou, Paschalis Giakoumoglou, Tania StathakiSelf-Supervised RepresentationsSelf-Supervised

  21. Is Self-Pretraining really useful to improve diagnosis in medical Time Series?

    Aug 6, 2026Omar Coser, Antonio Orvieto, Paolo Soda +1Time-Series ClassificationSelf-Supervised

  22. Spectral Aliasing Pretext: A novel task for Self-Supervised fault diagnosis in rotating machinery

    Aug 6, 2026Victor Gialis, Maxime Metz, David Esteve +1Fault DiagnosisSelf-Supervised

  23. Lesion Detection in CT with Frozen Self-Distilled Features: SALT, a Spatially Adaptive Label-Guided Temperature

    Aug 5, 2026Mahmut S. Gokmen, Evan W. Damron, Mitchell A. Klusty +3LesionSelf-Supervised

  24. Attention-Only White-Box Transformer via LeJEPA-Based Self-Supervised Pretraining

    Aug 4, 2026Yang Bai, Linyuan Wang, Haoyang Jiang +3Transformer AttentionSelf-Supervised

  25. ED-DiT: Physics-Guided Diffusion Pretraining for Transferable Molecular Representations from Electron Density

    Aug 4, 2026Liang Shuang, Haocheng Wang, Jiayi Song +2Self-SupervisedCryo-Electron Microscopy

  26. Scaling an Autoregressive Transformer for Single-Cell Generation

    Aug 3, 2026Aleksandr Sharipov, Yusif Mukhtarov, Igor MolybogAutoregressive TransformersSingle-Cell Rna Sequencing

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

    Aug 3, 2026Junjie Yu, Zihan Deng, Jianyu Zhang +8Electroencephalography Foundation ModelsLow-Frequency Cues

  28. Multi-Backbone Self-Supervised Ensembles for Audio Deepfake Detection and a Cross-Track Analysis of Generation-Detection Asymmetry

    Aug 3, 2026Seunghyun Kim, Junghyun Kim, Jiyoung WooAudio Deepfake DetectionDetection Framework

  29. Asleep at the Wheel: JEPA's Limitations in Evaluating Novel Driving Data

    Aug 2, 2026Advait Pavuluri, Shamik Karkhanis, Uzma MushtaqueNaturalistic Driving DataSelf-Supervised

  30. REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection

    Aug 1, 2026Kwok-Ho Ng, Tingting Song, Bingwen Feng +1Audio Deepfake DetectionDiscrete Speech Representations

  31. Neural Operator Learning for Collision-Aware Trajectory Planning of Spacecraft Swarms

    Jul 31, 2026Sidhdharth D. Sikka, Suyi Gao, Zehui Lu +2Unmanned Aerial Vehicle SwarmsCollision-Free Trajectories

  32. Domain-Division based Progressive Learning for Source-Free Domain Adaptation

    Jul 31, 2026Pan Liu, Jing Li, Meng Zhao +3Domain AdaptationPseudo-Labeling

  33. Physics-Aligned Self-Supervised Learning for Scientific Imaging

    Jul 30, 2026Bashir Kazimi, Stefan SandfeldSynthetic Data AugmentationSelf-Supervised

  34. Large scale cross-regional remote sensing flood monitoring framework for operative mapping and impact analysis

    Jul 30, 2026Ilya Novikov, Svetlana Illarionova, Ruslan Dzharkinov +6Flood DetectionSen1Floods11

  35. Dissecting Sensitivity to Training Language in Self-Supervised Speech Learning Using Neural Audio Codec Tokens

    Jul 28, 2026Daigo Takizawa, Tomohiko Nakamura, Samuele Cornell +3Self-Supervised Speech ModelsNeural Audio Codecs

  36. Mind the Microphone Gap: Benchmarking Array Upsampling Strategies for Latent Acoustic Mapping

    Jul 27, 2026Philipp Schmidt, Huw Cheston, Juan Azcarreta +3Direction-Of-Arrival EstimationAcoustic Representation

  37. A Scale-adaptive Vision Model Links C. elegans Neuronal Morphology to Behavior for Neurotoxicity Assessment

    Jul 25, 2026Haochao Ying, Shenchong Lv, Yutao Sun +8Vision Foundation ModelsToxicity

  38. IQ-JEPA: A Joint-Embedding Predictive Architecture with a Hermitian Vision Transformer for Sound Speed and Attenuation Estimation from Ultrasound IQ Data

    Jul 24, 2026Masashi Sode, Gianmarco PintonUltrasoundSelf-Supervised

  39. Unbiased Open World Regularization for Fair Self-Supervised Learning

    Jul 24, 2026L{é}o Nicollier, Marc Pic, Pablo Mus{é} +2Self-SupervisedRegularization Techniques

  40. Self-supervision drives representational convergence in medical foundation models more than clinical supervision

    Jul 22, 2026Soroosh Tayebi Arasteh, Sebastian Ziegelmayer, Mahshad Lotfinia +4Self-SupervisedElectronic Health Record Foundation Models

  41. DINS-IO: Learned Inertial Odometry via Differentiable INS Consistency

    Jul 22, 2026Hao Qiao, Yan Wang, Jian Kuang +1Inertial OdometryInertial Navigation Systems

  42. Physical Self-Supervised Learning: IMU Sensing without Manual Labels

    Jul 20, 2026Yuyang Leng, Renyuan Liu, Shaohan Hu +4Inertial Measurement UnitsSelf-Supervised

  43. A Framework for Early Sepsis Prediction via Self-Supervised (JEPA) and Federated Representation Learning

    Jul 18, 2026Umair bin Mansoor, Munaf Rashid, Roomi NaqviSepsisBiomarker

  44. Multimodality as Supervision: Self-Supervised Specialization to the Test Environment via Multimodality

    Jul 16, 2026Kunal Pratap Singh, Ali Garjani, Rishubh Singh +6Cross-Modal LearningSelf-Supervised

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

    Jul 14, 2026Nusrat Munia, Tyler Ward, Nishat Nayla +2Self-SupervisedSelf-Supervised Representations

  46. DiffEEG: A Self-Supervised Denoising Diffusion Model for Learning EEG Generic Representations

    Jul 13, 2026Abdulkader Helwan, Lina Abou-Abbas, Hussein El Amouri +2Interictal Epileptiform DischargesElectroencephalography Spatial Super-Resolution

  47. Self-supervised training for high-resolution close-range multispectral remote sensing imagery

    Jul 13, 2026Leon-Friedrich Thomas, Mikael Änäkkälä, Antti LajunenSwinSelf-Supervised

  48. Self-supervised Automatic Matting

    Jul 11, 2026Xiaonan Hu, Zhiyuan Lu, Jingdong Zhao +1Self-SupervisedImage Processing

  49. MeloBottleneck: Self-Supervised Melody Skeleton Extraction with a Latent Subsequence Bottleneck

    Jul 11, 2026Fan Bu, Rongfeng Li, Linfeng FanMusic UnderstandingSkeletonization

  50. Evaluating the Effect of Frame Rate in Sequence-Based Classification of Autism-Related Self-Stimulatory Hand Idiosyncrasies

    Jul 8, 2026Raunak Mondal, Peter WashingtonAutism Spectrum DisorderSelf-Supervised

  51. Lifelong Representations: A Survey on Continual Self-Supervised Learning for Vision Models

    Jul 8, 2026Sergi Masip, Alicja Dobrzeniecka, Jonathan Swinnen +4Efficient Continual LearningSelf-Supervised

  52. InsideSSL: Understanding Self-Supervised Speech Representations using a Model-Centric Perspective

    Jul 7, 2026Samir Sadok, Xavier Alameda-PinedaSelf-Supervised Speech ModelsWav2Vec

  53. Scalable Perturbation Learning for Online Self-Supervised Echo State Networks

    Jul 7, 2026Taiki Yamada, Kantaro FujiwaraSelf-Supervised

  54. A Self-Supervised Approach for Minimal-Annotation Hydroacoustic Data Exploration

    Jul 7, 2026Pierre-Yves Raumer, Axel Marmoret, Dorian Cazau +6Passive Acoustic MonitoringForward-Looking Sonar

  55. Breaking Spurious Correlations via Generative Randomization and Cross-Variant Self-Supervised Learning

    Jul 7, 2026Suraj Yadav, Anjaneya Sharma, Siddharth YadavSelf-SupervisedDistribution Shifts

  56. Geometric Reciprocity: Unlocking Self-Supervision for Stereoscopic Video Generation

    Jul 6, 2026Jingyi Lu, Kai HanMonocular VideosPhotometric Supervision

  57. Vision Pretraining for Dense Spatial Perception

    Jul 6, 2026Zelin Fu, Bin Tan, Changjiang Sun +6Vision Foundation ModelsSpatial Representation

  58. HASSL: Hierarchy-Aware Self-Supervised Learning Framework for Single Cell Microscopy

    Jul 5, 2026Julius Riel, Vishwa Mohan Singh, Sai Anirudh Aryasomayajula +10Single-Cell Rna SequencingSelf-Supervised

  59. Mask-based Predictive Representations for Reinforcement Learning

    Jul 5, 2026Kai ZhaoSelf-SupervisedDeep Reinforcement Learning

  60. Understanding the Robustness of Distributed Self-Supervised Learning Frameworks Against Non-IID Data

    Jul 2, 2026Xuanyu Chen, Nan Yang, Shuai Wang +1Self-SupervisedDistributional Learning