Self-Supervised Learning

SSL

Learns representations from unlabeled data by leveraging intrinsic data properties. Reduces dependency on labeled data and improves scalability.

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Self-Supervised Learning with Gaussian Processes Yunshan Duan Sinead Williamson SSL GP 28 0 0 10 Dec 2025
Contrastive Learning for Semi-Supervised Deep Regression with Generalized Ordinal Rankings from Spectral SeriationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Ce Wang Weihang Dai Hanru Bai Xiaomeng Li SSL 76 0 0 10 Dec 2025
Self-Supervised Learning on Molecular Graphs: A Systematic Investigation of Masking Design Jiannan Yang Veronika Thost Tengfei Ma SSL 36 0 0 08 Dec 2025
Machine Learning: Progress and Prospects Alexander Gammerman SSL FedML AI4CE VLM 45 0 0 08 Dec 2025
Stable Single-Pixel Contrastive Learning for Semantic and Geometric Tasks Leonid Pogorelyuk Niels Bracher Aaron Verkleeren Lars Kühmichel Stefan T. Radev SSL 125 0 0 04 Dec 2025
Beyond Paired Data: Self-Supervised UAV Geo-Localization from Reference Imagery Alone Tristan Amadei Enric Meinhardt-Llopis Benedicte Bascle Corentin Abgrall Gabriele Facciolo SSL 276 0 0 02 Dec 2025
Revisiting Theory of Contrastive Learning for Domain Generalization Ali Alvandi Mina Rezaei OOD SSL 65 0 0 02 Dec 2025
Know Thyself by Knowing Others: Learning Neuron Identity from Population Context Vinam Arora Divyansha Lachi Ian J. Knight Mehdi Azabou Blake Richards Cole L. Hurwitz Josh Siegle Eva L. Dyer SSL HAI 103 0 0 01 Dec 2025
Self-Supervised Borrowing Detection on Multilingual Wordlists Tim Wientzek SSL 180 0 0 01 Dec 2025
Stronger is not better: Better Augmentations in Contrastive Learning for Medical Image Segmentation Azeez Idris Abdurahman Ali Mohammed Samuel Fanijo SSL 152 0 0 30 Nov 2025
Semi-Supervised Contrastive Learning with Orthonormal Prototypes Huanran Li Manh Nguyen Daniel Pimentel-Alarcón SSL 80 0 0 27 Nov 2025
Rethinking Semi-Supervised Node Classification with Self-Supervised Graph Clustering Songbo Wang Renchi Yang Yurui Lai Xiaoyang Lin Tsz Nam Chan SSL 237 0 0 25 Nov 2025
Investigating self-supervised representations for audio-visual deepfake detection Dragos-Alexandru Boldisor Stefan Smeu Dan Oneaţă Elisabeta Oneata SSL 134 0 0 21 Nov 2025
Codec2Vec: Self-Supervised Speech Representation Learning Using Neural Speech Codecs Wei-Cheng Tseng David Harwath SSL 261 0 0 20 Nov 2025
Toward Artificial Palpation: Representation Learning of Touch on Soft Bodies Zohar Rimon Elisei Shafer Tal Tepper Efrat Shimron Aviv Tamar OOD SSL 214 0 0 20 Nov 2025
Quantum Machine Learning via Contrastive Training Liudmila A. Zhukas Vivian Ni Zhang Qiang Miao Qingfeng Wang Marko Cetina Jungsang Kim Lawrence Carin Christopher Monroe SSL VLM 112 0 0 17 Nov 2025
Φeat: Physically-Grounded Feature Representation Giuseppe Vecchio Adrien Kaiser Rouffet Romain Rosalie Martin Elena Garces T. Boubekeur SSL 202 0 0 14 Nov 2025
Learning the relative composition of EEG signals using pairwise relative shift pretraining Christopher Sandino S. Lala Geeling Chau M. Ayoughi Behrooz Mahasseni Ellen L. Zippi Ali Moin Erdrin Azemi Hanlin Goh SSL 288 0 0 14 Nov 2025
Cross-pyramid consistency regularization for semi-supervised medical image segmentation Matus Bojko Maros Kollar Marek Jakab Wanda Benesova SSL 301 0 0 11 Nov 2025
CaberNet: Causal Representation Learning for Cross-Domain HVAC Energy Prediction Kaiyuan Zhai Jiacheng Cui Zhehao Zhang Junyu Xue Yang Deng Kui Wu Guoming Tang SSL CML 406 0 0 10 Nov 2025
Physically-Grounded Goal Imagination: Physics-Informed Variational Autoencoder for Self-Supervised Reinforcement Learning Lan Thi Ha Nguyen Kien Ton Manh Anh Do Duc Nam Pham Hai DRL SSL AI4CE 353 0 0 10 Nov 2025
Dual-branch Spatial-Temporal Self-supervised Representation for Enhanced Road Network Learning Qinghong Guo Yu Wang Ji Cao Tongya Zheng Junshu Dai Bingde Hu Shunyu Liu Canghong Jin AI4TS SSL 321 0 0 10 Nov 2025
MT-HuBERT: Self-Supervised Mix-Training for Few-Shot Keyword Spotting in Mixed Speech Junming Yuan Ying Shi D. Wang Lantian Li A. Hamdulla SSL 288 0 0 09 Nov 2025
SiamMM: A Mixture Model Perspective on Deep Unsupervised Learning Xiaodong Wang Jing Huang Kevin J. Liang SSL 300 0 0 07 Nov 2025
An Augmentation Overlap Theory of Contrastive Learning Qi Zhang Yifei Wang Yisen Wang SSL 99 0 0 05 Nov 2025
Learning with less: label-efficient land cover classification at very high spatial resolution using self-supervised deep learning Dakota Hester Vitor S. Martins Lucas B. Ferreira Thainara M. A. Lima SSL 289 0 0 04 Nov 2025
Patent Representation Learning via Self-supervision You Zuo Kim Gerdes Eric Villemonte de la Clergerie Benoît Sagot SSL 364 0 0 03 Nov 2025
Towards classification-based representation learning for place recognition on LiDAR scans Maksim Konoplia Dmitrii Khizbullin SSL 162 0 0 01 Nov 2025
Contrastive Predictive Coding Done Right for Mutual Information Estimation J. Jon Ryu Pavan Yeddanapudi Xiangxiang Xu G. Wornell SSL 235 0 0 29 Oct 2025
Active Learning with Task-Driven Representations for Messy Pools Kianoosh Ashouritaklimi Tom Rainforth SSL CLL 330 0 0 29 Oct 2025
Controlling Contrastive Self-Supervised Learning with Knowledge-Driven Multiple Hypothesis: Application to Beat Tracking Antonin Gagnere S. Essid Geoffroy Peeters SSL 245 0 0 29 Oct 2025
Perception Learning: A Formal Separation of Sensory Representation Learning from Decision Learning Suman Sanyal SSL 222 0 0 28 Oct 2025
Learning Without Augmenting: Unsupervised Time Series Representation Learning via Frame Projections B. U. Demirel Christian Holz AI4TS SSL 159 0 0 26 Oct 2025
Mutual Information guided Visual Contrastive Learning Hanyang Chen Yanchao Yang SSL 236 0 0 26 Oct 2025
Beyond Augmentation: Leveraging Inter-Instance Relation in Self-Supervised Representation LearningIEEE Signal Processing Letters (IEEE SPL), 2025 Ali Javidani Babak N. Araabi Mohammad Amin Sadeghi SSL 161 0 0 25 Oct 2025
An unsupervised tour through the hidden pathways of deep neural networks Diego Doimo DRL OOD SSL BDL 397 0 0 24 Oct 2025
Self-Supervised Learning of Synapse Types from EM Images Aarav Shetty Gary B Huang SSL 149 0 0 24 Oct 2025
Pole-Image: A Self-Supervised Pole-Anchored Descriptor for Long-Term LiDAR Localization and Map Maintenance Wuhao Xie Kanji Tanaka SSL 121 0 0 20 Oct 2025
DELULU: Discriminative Embedding Learning Using Latent Units for Speaker-Aware Self-Supervised Speech Foundational Model Massa Baali Rita Singh Bhiksha Raj SSL 159 0 0 20 Oct 2025
Do Satellite Tasks Need Special Pretraining? Ani Vanyan Alvard Barseghyan Hakob Tamazyan T. Galstyan Vahan Huroyan N. Hovakimyan Hrant Khachatrian SSL VLM 129 0 0 19 Oct 2025
Semantic representations emerge in biologically inspired ensembles of cross-supervising neural networks Roy Urbach Elad Schneidman SSL 112 0 0 16 Oct 2025
Instructions are all you need: Self-supervised Reinforcement Learning for Instruction Following Qingyu Ren Qianyu He Bowei Zhang Jie Zeng Jiaqing Liang Yanghua Xiao Weikang Zhou Zeye Sun Fei Yu SSL 164 0 0 16 Oct 2025
Exploring Image Representation with Decoupled Classical Visual Descriptors Chenyuan Qu Hao Chen Jianbo Jiao SSL OCL FAtt VLM 206 0 0 16 Oct 2025
HiMaCon: Discovering Hierarchical Manipulation Concepts from Unlabeled Multi-Modal Data Ruizhe Liu Pei Zhou Qian Luo Li Sun Jun Cen Yibing Song Yanchao Yang SSL 271 0 0 13 Oct 2025
Automatic Music Sample Identification with Multi-Track Contrastive Learning Alain Riou Joan Serrà Yuki Mitsufuji SSL 165 0 0 13 Oct 2025
UniCoD: Enhancing Robot Policy via Unified Continuous and Discrete Representation Learning Jianke Zhang Yucheng Hu Yanjiang Guo Xiaoyu Chen Yichen Liu Wenna Chen Chaochao Lu Jianyu Chen OffRL SSL 221 0 0 12 Oct 2025
Understanding Self-supervised Contrastive Learning through Supervised Objectives Byeongchan Lee SSL 132 0 0 12 Oct 2025
Unsupervised lexicon learning from speech is limited by representations rather than clustering Danel Adendorff Simon Malan Herman Kamper SSL 120 0 0 10 Oct 2025
Enhancing Self-Supervised Learning with Semantic Pairs A New Dataset and Empirical Study Mohammad Alkhalefi Georgios Leontidis Mingjun Zhong SSL 225 0 0 09 Oct 2025
On the Alignment Between Supervised and Self-Supervised Contrastive Learning Achleshwar Luthra Priyadarsi Mishra Tomer Galanti SSL 111 0 0 09 Oct 2025

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