Title
Contextures: Representations from Contexts Runtian Zhai Kai Yang Che-Ping Tsai Burak Varici Zico Kolter Pradeep Ravikumar 110 0 0 02 May 2025
Can Masked Autoencoders Also Listen to Birds? Lukas Rauch Ilyass Moummad René Heinrich Alexis Joly Bernhard Sick Christoph Scholz 29 0 0 17 Apr 2025
Efficient Self-Supervised Learning for Earth Observation via Dynamic Dataset Curation Thomas Kerdreux A. Tuel Quentin Febvre A. Mouche Bertrand Chapron 73 0 0 09 Apr 2025
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks Wei Cui Tongzi Wu Jesse C. Cresswell Yi Sui Keyvan Golestan 60 0 0 12 Mar 2025
Keep It Light! Simplifying Image Clustering Via Text-Free Adapters Yicen Li Haitz Sáez de Ocáriz Borde Anastasis Kratsios Paul D. McNicholas VLM 93 0 0 06 Feb 2025
ConceptVAE: Self-Supervised Fine-Grained Concept Disentanglement from 2D Echocardiographies C. Ciușdel Alex Serban Tiziano Passerini CoGe 69 1 0 03 Feb 2025
Self-supervised Benchmark Lottery on ImageNet: Do Marginal Improvements Translate to Improvements on Similar Datasets? Utku Ozbulak Esla Timothy Anzaku Solha Kang W. D. Neve J. Vankerschaver 50 0 0 28 Jan 2025
BIOSCAN-5M: A Multimodal Dataset for Insect Biodiversity Zahra Gharaee Scott C. Lowe ZeMing Gong Pablo Millán Arias Nicholas Pellegrino ... Lila Kari Dirk Steinke Graham W. Taylor Paul Fieguth Angel X. Chang 48 7 0 28 Jan 2025
AI-powered virtual tissues from spatial proteomics for clinical diagnostics and biomedical discovery Johann Wenckstern Eeshaan Jain Kiril Vasilev Matteo Pariset Andreas Wicki Gabriele Gut Charlotte Bunne 34 1 0 10 Jan 2025
Keypoint Aware Masked Image Modelling Madhava Krishna Convin.AI 67 0 0 03 Jan 2025
Beyond [cls]: Exploring the true potential of Masked Image Modeling representations Marcin Przewiȩźlikowski Randall Balestriero Wojciech Jasiński Marek 'Smieja Bartosz Zieliñski 69 0 0 04 Dec 2024
Uncovering RL Integration in SSL Loss: Objective-Specific Implications for Data-Efficient RL Ömer Veysel Çağatan Barış Akgün OffRL 34 0 0 22 Oct 2024
What to align in multimodal contrastive learning? Benoit Dufumier J. Castillo-Navarro D. Tuia Jean-Philippe Thiran 27 3 0 11 Sep 2024
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 46 1 0 30 Aug 2024
Can Transformers Do Enumerative Geometry? Baran Hashemi Roderic G. Corominas Alessandro Giacchetto 36 2 0 27 Aug 2024
The Benefits of Balance: From Information Projections to Variance Reduction Lang Liu Ronak R. Mehta Soumik Pal Zaïd Harchaoui 29 0 0 27 Aug 2024
Virchow2: Scaling Self-Supervised Mixed Magnification Models in Pathology Eric Zimmermann Eugene Vorontsov Julian Viret Adam Casson Michal Zelechowski ... Razik Yousfi Thomas J. Fuchs Nicolò Fusi Siqi Liu Kristen Severson MedIm 31 27 0 01 Aug 2024
A deep cut into Split Federated Self-supervised Learning Marcin Przewiȩźlikowski Marcin Osial Bartosz Zieliñski Marek 'Smieja FedML 40 0 0 12 Jun 2024
An Empirical Study into Clustering of Unseen Datasets with Self-Supervised Encoders Scott C. Lowe Joakim Bruslund Haurum Sageev Oore T. Moeslund Graham W. Taylor SSL 46 3 0 04 Jun 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 59 1 0 08 May 2024
BenthicNet: A global compilation of seafloor images for deep learning applications Scott C. Lowe B. Misiuk Isaac Xu Shakhboz Abdulazizov A. R. Baroi ... Jordan A. Thomson Brittany R. Wilson Melisa C. Wong Craig J. Brown Thomas Trappenberg 49 3 0 08 May 2024
Spatial Context-based Self-Supervised Learning for Handwritten Text Recognition Carlos Peñarrubia Carlos Garrido-Munoz J. J. Valero-Mas Jorge Calvo-Zaragoza 34 1 0 17 Apr 2024
Hierarchical Text-to-Vision Self Supervised Alignment for Improved Histopathology Representation Learning Hasindri Watawana Kanchana Ranasinghe Tariq Mahmood Muzammal Naseer Salman Khan Fahad Shahbaz Khan SSL 38 3 0 21 Mar 2024
Poly-View Contrastive Learning Amitis Shidani Devon Hjelm Jason Ramapuram Russ Webb Eeshan Gunesh Dhekane Dan Busbridge VLM SSL 34 4 0 08 Mar 2024
Unsupervised Contrastive Learning for Robust RF Device Fingerprinting Under Time-Domain Shift Jun Chen Weng-Keen Wong B. Hamdaoui 47 3 0 06 Mar 2024
Downstream Task Guided Masking Learning in Masked Autoencoders Using Multi-Level Optimization Han Guo Ramtin Hosseini Ruiyi Zhang Sai Ashish Somayajula Ranak Roy Chowdhury Rajesh K. Gupta Pengtao Xie 28 0 0 28 Feb 2024
Self-supervised Visualisation of Medical Image Datasets I. V. Nwabufo Jan Niklas Böhm Philipp Berens D. Kobak 40 0 0 22 Feb 2024
Active Few-Shot Fine-Tuning Jonas Hübotter Bhavya Sukhija Lenart Treven Yarden As Andreas Krause 33 1 0 13 Feb 2024
A self-supervised framework for learning whole slide representations X. Hou Cheng Jiang A. Kondepudi Yiwei Lyu Asadur Chowdury Honglak Lee Todd C. Hollon MedIm 28 5 0 09 Feb 2024
A Survey on Self-Supervised Learning for Non-Sequential Tabular Data Wei-Yao Wang Wei-Wei Du Derek Xu Wei Wang Wenjie Peng LMTD 30 7 0 02 Feb 2024
Mathematical Algorithm Design for Deep Learning under Societal and Judicial Constraints: The Algorithmic Transparency Requirement Holger Boche Adalbert Fono Gitta Kutyniok FaML 23 4 0 18 Jan 2024
A Study on Self-Supervised Pretraining for Vision Problems in Gastrointestinal Endoscopy Edward Sanderson B. Matuszewski 21 2 0 11 Jan 2024
PhilEO Bench: Evaluating Geo-Spatial Foundation Models Casper Fibaek Luke Camilleri Andreas Luyts Nikolaos Dionelis B. L. Saux 30 16 0 09 Jan 2024
3DTINC: Time-Equivariant Non-Contrastive Learning for Predicting Disease Progression from Longitudinal OCTs T. Emre A. Chakravarty Antoine Rivail Dmitrii Lachinov Oliver Leingang ... S. Sivaprasad Daniel Rueckert A. Lotery U. Schmidt-Erfurth Hrvoje Bogunović MedIm 25 3 0 28 Dec 2023
Towards Aligned Canonical Correlation Analysis: Preliminary Formulation and Proof-of-Concept Results Biqian Cheng Evangelos E. Papalexakis Jia Chen 18 0 0 01 Dec 2023
Can semi-supervised learning use all the data effectively? A lower bound perspective Alexandru cTifrea Gizem Yüce Amartya Sanyal Fanny Yang 34 3 0 30 Nov 2023
Splicing Up Your Predictions with RNA Contrastive Learning Phil Fradkin Ruian Shi Bo Wang Brendan Frey Leo J. Lee SSL 24 0 0 12 Oct 2023
Adaptive Multi-head Contrastive Learning Lei Wang Piotr Koniusz Tom Gedeon Liang Zheng 30 4 0 09 Oct 2023
Understanding the limitations of self-supervised learning for tabular anomaly detection Kimberly T. Mai Toby O. Davies Lewis D. Griffin SSL 24 0 0 15 Sep 2023
PASTA: Pretrained Action-State Transformer Agents Raphael Boige Yannis Flet-Berliac Arthur Flajolet Guillaume Richard Thomas Pierrot LM&Ro OffRL 26 5 0 20 Jul 2023
Language-based Action Concept Spaces Improve Video Self-Supervised Learning Kanchana Ranasinghe Michael S. Ryoo SSL VLM 30 12 0 20 Jul 2023
RedMotion: Motion Prediction via Redundancy Reduction Royden Wagner Ömer Sahin Tas Marvin Klemp Carlos Fernandez Lopez Christoph Stiller 46 6 0 19 Jun 2023
Unraveling Projection Heads in Contrastive Learning: Insights from Expansion and Shrinkage Yu Gui Cong Ma Yiqiao Zhong 19 6 0 06 Jun 2023
Evaluating The Robustness of Self-Supervised Representations to Background/Foreground Removal Xavier F. Cadet Ranya Aloufi A. Miranville S. Ahmadi-Abhari Hamed Haddadi 16 0 0 02 Jun 2023
Reverse Engineering Self-Supervised Learning Ido Ben-Shaul Ravid Shwartz-Ziv Tomer Galanti S. Dekel Yann LeCun SSL 13 34 0 24 May 2023
Neural Foundations of Mental Simulation: Future Prediction of Latent Representations on Dynamic Scenes Aran Nayebi R. Rajalingham M. Jazayeri G. R. Yang 36 17 0 19 May 2023
Muse: Text-To-Image Generation via Masked Generative Transformers Huiwen Chang Han Zhang Jarred Barber AJ Maschinot José Lezama ... Kevin Patrick Murphy William T. Freeman Michael Rubinstein Yuanzhen Li Dilip Krishnan DiffM 197 519 0 02 Jan 2023
RankMe: Assessing the downstream performance of pretrained self-supervised representations by their rank Q. Garrido Randall Balestriero Laurent Najman Yann LeCun SSL 46 72 0 05 Oct 2022
Understanding Collapse in Non-Contrastive Siamese Representation Learning Alexander C. Li Alexei A. Efros Deepak Pathak SSL 45 33 0 29 Sep 2022
Variance Covariance Regularization Enforces Pairwise Independence in Self-Supervised Representations Grégoire Mialon Randall Balestriero Yann LeCun 24 9 0 29 Sep 2022