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2304.12210
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A Cookbook of Self-Supervised Learning
24 April 2023
Randall Balestriero
Mark Ibrahim
Vlad Sobal
Ari S. Morcos
Shashank Shekhar
Tom Goldstein
Florian Bordes
Adrien Bardes
Gregoire Mialon
Yuandong Tian
Avi Schwarzschild
A. Wilson
Jonas Geiping
Q. Garrido
Pierre Fernandez
Amir Bar
Hamed Pirsiavash
Yann LeCun
Micah Goldblum
SyDa
FedML
SSL
Re-assign community
ArXiv (abs)
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HuggingFace (5 upvotes)
Papers citing
"A Cookbook of Self-Supervised Learning"
50 / 205 papers shown
Semantic Soft Bootstrapping: Long Context Reasoning in LLMs without Reinforcement Learning
Purbesh Mitra
S. Ulukus
OffRL
ReLM
LRM
133
0
0
04 Dec 2025
stable-pretraining-v1: Foundation Model Research Made Simple
Randall Balestriero
Hugues Van Assel
Sami BuGhanem
Lucas Maes
48
0
0
23 Nov 2025
Investigating self-supervised representations for audio-visual deepfake detection
Dragos-Alexandru Boldisor
Stefan Smeu
Dan Oneaţă
Elisabeta Oneata
SSL
242
0
0
21 Nov 2025
Improving Multimodal Distillation for 3D Semantic Segmentation under Domain Shift
Björn Michele
Alexandre Boulch
Gilles Puy
Tuan-Hung Vu
Renaud Marlet
Nicolas Courty
77
0
0
21 Nov 2025
LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics
Randall Balestriero
Yann LeCun
426
4
0
11 Nov 2025
Image Hashing via Cross-View Code Alignment in the Age of Foundation Models
Ilyass Moummad
Kawtar Zaher
Hervé Goëau
Alexis Joly
152
0
0
31 Oct 2025
Eigenfunction Extraction for Ordered Representation Learning
Burak Varıcı
Che-Ping Tsai
Ritabrata Ray
Nicholas M. Boffi
Pradeep Ravikumar
110
0
0
28 Oct 2025
Gaussian Embeddings: How JEPAs Secretly Learn Your Data Density
Randall Balestriero
Nicolas Ballas
Mike Rabbat
Yann LeCun
DRL
226
1
0
07 Oct 2025
ActiveMark: on watermarking of visual foundation models via massive activations
Anna Chistyakova
Mikhail Pautov
WIGM
217
0
0
06 Oct 2025
FairContrast: Enhancing Fairness through Contrastive learning and Customized Augmenting Methods on Tabular Data
Aida Tayebi
Ali Khodabandeh Yalabadi
Mehdi Yazdani-Jahromi
O. Garibay
FaML
244
0
0
02 Oct 2025
Self-Supervised Representation Learning as Mutual Information Maximization
Akhlaqur Rahman Sabby
Yi Sui
Tongzi Wu
Jesse C. Cresswell
Ga Wu
SSL
195
0
0
01 Oct 2025
Directed Information
γ
γ
γ
-covering: An Information-Theoretic Framework for Context Engineering
Hai Huang
124
0
0
30 Sep 2025
Rethinking JEPA: Compute-Efficient Video SSL with Frozen Teachers
Xianhang Li
Chen Huang
Chun-Liang Li
Eran Malach
J. Susskind
Vimal Thilak
Etai Littwin
160
1
0
29 Sep 2025
An Investigation into the Performance of Non-Contrastive Self-Supervised Learning Methods for Network Intrusion Detection
International Conference on Information, Communications and Signal Processing (ICICS), 2025
Hamed Fard
Tobias Schalau
Gerhard Wunder
SSL
AAML
213
1
0
27 Sep 2025
On the Status of Foundation Models for SAR Imagery
Nathan Inkawhich
184
0
0
26 Sep 2025
Contrastive Self-Supervised Network Intrusion Detection using Augmented Negative Pairs
Computer Science Symposium in Russia (CSR), 2025
Jack Wilkie
Hanan Hindy
Christos Tachtatzis
Robert C. Atkinson
SSL
114
0
0
08 Sep 2025
Enhancing Self-Supervised Speaker Verification Using Similarity-Connected Graphs and GCN
Zhaorui Sun
Yihao Chen
Jialong Wang
Minqiang Xu
Lei Fang
Sian Fang
Lin Liu
SSL
147
1
0
04 Sep 2025
Maybe you don't need a U-Net: convolutional feature upsampling for materials micrograph segmentation
Ronan Docherty
Antonis Vamvakeros
Samuel J. Cooper
116
0
0
29 Aug 2025
CITADEL: Continual Anomaly Detection for Enhanced Learning in IoT Intrusion Detection
Elvin Li
Onat Gungor
Zhengli Shang
T. Rosing
85
0
0
26 Aug 2025
Cropping outperforms dropout as an augmentation strategy for training self-supervised text embeddings
Rita González-Márquez
Philipp Berens
D. Kobak
SSL
156
0
0
05 Aug 2025
MatSSL: Robust Self-Supervised Representation Learning for Metallographic Image Segmentation
Hoang Hai Nam Nguyen
Phan Nguyen Duc Hieu
Ho Won Lee
145
0
0
24 Jul 2025
FastDINOv2: Frequency Based Curriculum Learning Improves Robustness and Training Speed
Jiaqi Zhang
Juntuo Wang
Zhixin Sun
John Zou
Randall Balestriero
140
0
0
04 Jul 2025
SP
2
^2
2
OT: Semantic-Regularized Progressive Partial Optimal Transport for Imbalanced Clustering
Chuyu Zhang
Hui Ren
Xuming He
OT
337
1
0
01 Jul 2025
Bridging Brain with Foundation Models through Self-Supervised Learning
Hamdi Altaheri
Fakhri Karray
Md. Milon Islam
S M Taslim Uddin Raju
Amir-Hossein Karimi
210
1
0
19 Jun 2025
A Contrastive Learning Foundation Model Based on Perfectly Aligned Sample Pairs for Remote Sensing Images
Hengtong Shen
Haiyan Gu
Haitao Li
Yi Yang
Agen qiu
SSL
363
1
0
26 May 2025
AI-Driven Climate Policy Scenario Generation for Sub-Saharan Africa
Rafiu Adekoya Badekale
Adewale Akinfaderin
264
0
0
24 May 2025
Ditch the Denoiser: Emergence of Noise Robustness in Self-Supervised Learning from Data Curriculum
Wenquan Lu
Jiaqi Zhang
Hugues Van Assel
Randall Balestriero
283
1
0
18 May 2025
A Unified and Scalable Membership Inference Method for Visual Self-supervised Encoder via Part-aware Capability
Jie Zhu
Jirong Zha
Ding Li
Leye Wang
431
1
0
15 May 2025
Contextures: Representations from Contexts
Runtian Zhai
Kai Yang
Che-Ping Tsai
Burak Varici
Zico Kolter
Pradeep Ravikumar
959
1
0
02 May 2025
Can Masked Autoencoders Also Listen to Birds?
Lukas Rauch
Ilyass Moummad
René Heinrich
Alexis Joly
Bernhard Sick
Christoph Scholz
566
9
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
345
5
0
09 Apr 2025
Scaling Language-Free Visual Representation Learning
David Fan
Shengbang Tong
Jiachen Zhu
Koustuv Sinha
Zhuang Liu
...
Michael G. Rabbat
Nicolas Ballas
Yann LeCun
Amir Bar
Saining Xie
CLIP
VLM
437
37
0
01 Apr 2025
ChA-MAEViT: Unifying Channel-Aware Masked Autoencoders and Multi-Channel Vision Transformers for Improved Cross-Channel Learning
Chau Pham
Juan C. Caicedo
Bryan A. Plummer
294
4
0
25 Mar 2025
Unsupervised Acquisition of Discrete Grammatical Categories
David Ph. Shakouri
Crit Cremers
Niels O. Schiller
196
1
0
24 Mar 2025
Meta-Representational Predictive Coding: Biomimetic Self-Supervised Learning
Alexander Ororbia
Karl J. Friston
Rajesh P. N. Rao
SSL
260
1
0
22 Mar 2025
Robustness Tokens: Towards Adversarial Robustness of Transformers
European Conference on Computer Vision (ECCV), 2025
Brian Pulfer
Yury Belousov
S. Voloshynovskiy
AAML
242
0
0
13 Mar 2025
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks
Wei Cui
Tongzi Wu
Jesse C. Cresswell
Yi Sui
Keyvan Golestan
299
0
0
12 Mar 2025
ADROIT: A Self-Supervised Framework for Learning Robust Representations for Active Learning
S. Banerjee
Vinay Kumar Verma
SSL
314
0
0
10 Mar 2025
Escaping The Big Data Paradigm in Self-Supervised Representation Learning
Carlos Vélez García
Miguel Cazorla
Jorge Pomares
215
0
0
25 Feb 2025
Keep It Light! Simplifying Image Clustering Via Text-Free Adapters
Yicen Li
Haitz Sáez de Ocáriz Borde
Anastasis Kratsios
Paul D. McNicholas
VLM
338
0
0
06 Feb 2025
ConceptVAE: Self-Supervised Fine-Grained Concept Disentanglement from 2D Echocardiographies
Applied Sciences (AS), 2025
C. Ciușdel
Alex Serban
Tiziano Passerini
CoGe
289
1
0
03 Feb 2025
AquaticCLIP: A Vision-Language Foundation Model for Underwater Scene Analysis
B. Alawode
I. I. Ganapathi
S. Javed
Naoufel Werghi
Mohammed Bennamoun
Arif Mahmood
CLIP
VLM
428
5
0
03 Feb 2025
Self-supervised Benchmark Lottery on ImageNet: Do Marginal Improvements Translate to Improvements on Similar Datasets?
IEEE International Joint Conference on Neural Network (IJCNN), 2024
Utku Ozbulak
Esla Timothy Anzaku
Solha Kang
W. D. Neve
J. Vankerschaver
301
2
0
28 Jan 2025
BIOSCAN-5M: A Multimodal Dataset for Insect Biodiversity
Neural Information Processing Systems (NeurIPS), 2024
Zahra Gharaee
Joakim Bruslund Haurum
ZeMing Gong
Pablo Millán Arias
Nicholas Pellegrino
...
Lila Kari
Lila Kari
Graham W. Taylor
Paul Fieguth
Angel X. Chang
426
22
0
28 Jan 2025
DenoMAE: A Multimodal Autoencoder for Denoising Modulation Signals
IEEE Communications Letters (IEEE Commun. Lett.), 2025
Atik Faysal
Taha Boushine
Mohammad Rostami
Reihaneh Gh. Roshan
Huaxia Wang
Nikhil Muralidhar
Avimanyu Sahoo
Yu-dong Yao
206
5
0
20 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
...
Petros Liakopoulos
Olivier Michielin
Andreas Wicki
Gabriele Gut
Charlotte Bunne
227
11
0
10 Jan 2025
Keypoint Aware Masked Image Modelling
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024
Madhava Krishna
Convin.AI
450
1
0
03 Jan 2025
On the Ability of Deep Networks to Learn Symmetries from Data: A Neural Kernel Theory
Andrea Perin
Stéphane Deny
472
5
0
16 Dec 2024
Beyond [cls]: Exploring the true potential of Masked Image Modeling representations
Marcin Przewiȩźlikowski
Randall Balestriero
Wojciech Jasiński
Marek 'Smieja
Bartosz Zieliñski
573
3
0
04 Dec 2024
Gen-SIS: Generative Self-augmentation Improves Self-supervised Learning
Varun Belagali
Srikar Yellapragada
Alexandros Graikos
S. Kapse
Zilinghan Li
Tarak Nandi
Ravi K. Madduri
Prateek Prasanna
Joel H. Saltz
Dimitris Samaras
DiffM
298
2
0
02 Dec 2024
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