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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
Group Robust Classification Without Any Group Information
Neural Information Processing Systems (NeurIPS), 2023
Christos Tsirigotis
João Monteiro
Pau Rodríguez
David Vazquez
Aaron Courville
OOD
268
25
0
28 Oct 2023
Unveiling the Potential of Probabilistic Embeddings in Self-Supervised Learning
Denis Janiak
Jakub Binkowski
Piotr Bielak
Tomasz Kajdanowicz
SSL
UQCV
271
0
0
27 Oct 2023
Fantastic Gains and Where to Find Them: On the Existence and Prospect of General Knowledge Transfer between Any Pretrained Model
International Conference on Learning Representations (ICLR), 2023
Karsten Roth
Lukas Thede
Almut Sophia Koepke
Oriol Vinyals
Olivier J. Hénaff
Zeynep Akata
AAML
313
17
0
26 Oct 2023
Three Pillars improving Vision Foundation Model Distillation for Lidar
Computer Vision and Pattern Recognition (CVPR), 2023
Gilles Puy
Spyros Gidaris
Alexandre Boulch
Oriane Siméoni
Corentin Sautier
Patrick Pérez
Andrei Bursuc
Renaud Marlet
500
32
0
26 Oct 2023
Optimized Tokenization for Transcribed Error Correction
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Tomer Wullach
Shlomo E. Chazan
198
0
0
16 Oct 2023
Splicing Up Your Predictions with RNA Contrastive Learning
Phil Fradkin
Ruian Shi
Bo Wang
Brendan Frey
Leo J. Lee
SSL
220
0
0
12 Oct 2023
SegLoc: Visual Self-supervised Learning Scheme for Dense Prediction Tasks of Security Inspection X-ray Images
International Symposium on Telecommunications (IST), 2023
Shervin Halat
Mohammad Rahmati
Ehsan Nazerfard
342
0
0
12 Oct 2023
Self-supervised Representation Learning From Random Data Projectors
International Conference on Learning Representations (ICLR), 2023
Yi Sui
Tongzi Wu
Jesse C. Cresswell
Ga Wu
George Stein
Xiao Shi Huang
Xiaochen Zhang
Anthony L. Caterini
371
17
0
11 Oct 2023
Taking the human out of decomposition-based optimization via artificial intelligence: Part II. Learning to initialize
Computers and Chemical Engineering (Comput. Chem. Eng.), 2023
Ilias Mitrai
P. Daoutidis
AI4CE
191
8
0
10 Oct 2023
Adaptive Multi-head Contrastive Learning
European Conference on Computer Vision (ECCV), 2023
Lei Wang
Piotr Koniusz
Tom Gedeon
Liang Zheng
345
9
0
09 Oct 2023
Multiple Physics Pretraining for Physical Surrogate Models
Michael McCabe
Bruno Régaldo-Saint Blancard
Liam Parker
Ruben Ohana
M. Cranmer
...
Francois Lanusse
Mariel Pettee
Tiberiu Teşileanu
Kyunghyun Cho
Shirley Ho
PINN
AI4CE
293
83
0
04 Oct 2023
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training
International Conference on Learning Representations (ICLR), 2023
Kazem Meidani
Parshin Shojaee
Chandan K. Reddy
A. Farimani
359
33
0
03 Oct 2023
Disentangling Voice and Content with Self-Supervision for Speaker Recognition
Neural Information Processing Systems (NeurIPS), 2023
Tianchi Liu
Kong Aik Lee
Qiongqiong Wang
Haizhou Li
BDL
DRL
361
44
0
02 Oct 2023
Max-Sliced Mutual Information
Neural Information Processing Systems (NeurIPS), 2023
Dor Tsur
Ziv Goldfeld
Kristjan Greenewald
178
14
0
28 Sep 2023
Masked Autoencoders are Scalable Learners of Cellular Morphology
Oren Z. Kraus
Kian Kenyon-Dean
Saber Saberian
Maryam Fallah
Peter McLean
...
Chi Vicky Cheng
Kristen Morse
Maureen Makes
Ben Mabey
Berton Earnshaw
271
18
0
27 Sep 2023
Self-supervised learning unveils change in urban housing from street-level images
Computers, Environment and Urban Systems (CEUS), 2023
Steven Stalder
Michele Volpi
Nicolas Büttner
Stephen Law
K. Harttgen
Esra Suel
SSL
208
10
0
20 Sep 2023
Weak Supervision for Label Efficient Visual Bug Detection
F. Rahman
149
3
0
20 Sep 2023
Understanding the limitations of self-supervised learning for tabular anomaly detection
Pattern Analysis and Applications (PAA), 2023
Kimberly T. Mai
Toby O. Davies
Lewis D. Griffin
SSL
356
1
0
15 Sep 2023
Multimodal Contrastive Learning with Hard Negative Sampling for Human Activity Recognition
Hyeongju Choi
Apoorva Beedu
Irfan Essa
SSL
225
7
0
03 Sep 2023
CL-MAE: Curriculum-Learned Masked Autoencoders
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Neelu Madan
Nicolae-Cătălin Ristea
Kamal Nasrollahi
T. Moeslund
Radu Tudor Ionescu
463
25
0
31 Aug 2023
A General-Purpose Self-Supervised Model for Computational Pathology
Richard J. Chen
Tong Ding
Ming Y. Lu
Drew F. K. Williamson
Guillaume Jaume
...
Judy J. Wang
Walt Williams
L. Le
Georg Gerber
Faisal Mahmood
MedIm
331
57
0
29 Aug 2023
Adversarial Attacks on Foundational Vision Models
Nathan Inkawhich
Gwendolyn McDonald
R. Luley
VLM
231
14
0
28 Aug 2023
Self-Supervision for Tackling Unsupervised Anomaly Detection: Pitfalls and Opportunities
BigData Congress [Services Society] (BSS), 2023
Leman Akoglu
Jaemin Yoo
170
3
0
28 Aug 2023
Active Bird2Vec: Towards End-to-End Bird Sound Monitoring with Transformers
Lukas Rauch
Raphael Schwinger
Moritz Wirth
Bernhard Sick
Sven Tomforde
Christoph Scholz
338
7
0
14 Aug 2023
Self-Supervised Pre-Training with Contrastive and Masked Autoencoder Methods for Dealing with Small Datasets in Deep Learning for Medical Imaging
Scientific Reports (Sci Rep), 2023
Daniel Wolf
Tristan Payer
C. Lisson
C. Lisson
Meinrad Beer
Michael Götz
Timo Ropinski
359
32
0
12 Aug 2023
Pretrained Deep 2.5D Models for Efficient Predictive Modeling from Retinal OCT
T. Emre
Marzieh Oghbaie
A. Chakravarty
Antoine Rivail
Sophie Riedl
...
S. Sivaprasad
Daniel Rueckert
A. Lotery
U. Schmidt-Erfurth
Hrvoje Bogunović
MedIm
182
1
0
25 Jul 2023
Image Outlier Detection Without Training using RANSAC
Chen-Han Tsai
Yu-Shao Peng
270
1
0
23 Jul 2023
PASTA: Pretrained Action-State Transformer Agents
Raphael Boige
Yannis Flet-Berliac
Arthur Flajolet
Guillaume Richard
Thomas Pierrot
LM&Ro
OffRL
304
6
0
20 Jul 2023
Language-based Action Concept Spaces Improve Video Self-Supervised Learning
Neural Information Processing Systems (NeurIPS), 2023
Kanchana Ranasinghe
Michael S. Ryoo
SSL
VLM
430
15
0
20 Jul 2023
Federated Large Language Model: A Position Paper
Chaochao Chen
Xiaohua Feng
Jun Zhou
Jianwei Yin
Xiaolin Zheng
137
35
0
18 Jul 2023
Self-Supervised Learning with Lie Symmetries for Partial Differential Equations
Neural Information Processing Systems (NeurIPS), 2023
Grégoire Mialon
Q. Garrido
Hannah Lawrence
Danyal Rehman
Yann LeCun
B. Kiani
SSL
312
28
0
11 Jul 2023
Optimal and Efficient Binary Questioning for Human-in-the-Loop Annotation
Franco Marchesoni-Acland
Jean-Michel Morel
J. Kherroubi
Gabriele Facciolo
210
0
0
04 Jul 2023
Seeing in Words: Learning to Classify through Language Bottlenecks
Khalid Saifullah
Yuxin Wen
Jonas Geiping
Micah Goldblum
Tom Goldstein
VLM
142
2
0
29 Jun 2023
RedMotion: Motion Prediction via Redundancy Reduction
Royden Wagner
Omer Sahin Tas
Marvin Klemp
Carlos Fernandez Lopez
Christoph Stiller
725
10
0
19 Jun 2023
Evaluating Superhuman Models with Consistency Checks
Lukas Fluri
Daniel Paleka
Florian Tramèr
ELM
322
49
0
16 Jun 2023
ViP: A Differentially Private Foundation Model for Computer Vision
International Conference on Machine Learning (ICML), 2023
Yaodong Yu
Maziar Sanjabi
Yi Ma
Kamalika Chaudhuri
Chuan Guo
230
17
0
15 Jun 2023
AutoML in the Age of Large Language Models: Current Challenges, Future Opportunities and Risks
Alexander Tornede
Difan Deng
Theresa Eimer
Joseph Giovanelli
Aditya Mohan
...
Sarah Segel
Daphne Theodorakopoulos
Tanja Tornede
Henning Wachsmuth
Marius Lindauer
325
36
0
13 Jun 2023
DeepLCZChange: A Remote Sensing Deep Learning Model Architecture for Urban Climate Resilience
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2023
Wenlu Sun
Yao Sun
Chenying Liu
C. Albrecht
AI4CE
101
4
0
09 Jun 2023
Simple and Controllable Music Generation
Neural Information Processing Systems (NeurIPS), 2023
Jade Copet
Felix Kreuk
Itai Gat
Tal Remez
David Kant
Gabriel Synnaeve
Yossi Adi
Alexandre Défossez
MGen
444
593
0
08 Jun 2023
Mesogeos: A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean
Neural Information Processing Systems (NeurIPS), 2023
Spyros Kondylatos
Ioannis Prapas
Gustau Camps-Valls
Ioannis Papoutsis
206
23
0
08 Jun 2023
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
Neural Information Processing Systems (NeurIPS), 2023
G. Stein
Jesse C. Cresswell
Rasa Hosseinzadeh
Yi Sui
Brendan Leigh Ross
Valentin Villecroze
Zhaoyan Liu
M. Volkovs
J. E. T. Taylor
Gabriel Loaiza-Ganem
EGVM
476
161
0
07 Jun 2023
Unraveling Projection Heads in Contrastive Learning: Insights from Expansion and Shrinkage
Yu Gui
Cong Ma
Yiqiao Zhong
205
9
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
216
0
0
02 Jun 2023
There is more to graphs than meets the eye: Learning universal features with self-supervision
L. Das
Sai Munikoti
M. Halappanavar
SSL
OOD
202
1
0
31 May 2023
BiomedGPT: A Unified and Generalist Biomedical Generative Pre-trained Transformer for Vision, Language, and Multimodal Tasks
Nature Network Boston (NNB), 2023
Kai Zhang
Jun Yu
Eashan Adhikarla
Rong Zhou
Zhilin Yan
...
Hang Zhang
Yong Chen
Shijie Zhao
Hongfang Liu
Lichao Sun
LM&MA
MedIm
324
11
0
26 May 2023
Reverse Engineering Self-Supervised Learning
Neural Information Processing Systems (NeurIPS), 2023
Ido Ben-Shaul
Ravid Shwartz-Ziv
Tomer Galanti
S. Dekel
Yann LeCun
SSL
253
44
0
24 May 2023
Neural Foundations of Mental Simulation: Future Prediction of Latent Representations on Dynamic Scenes
Neural Information Processing Systems (NeurIPS), 2023
Aran Nayebi
R. Rajalingham
M. Jazayeri
G. R. Yang
255
25
0
19 May 2023
Tuned Contrastive Learning
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023
Chaitanya Animesh
Manmohan Chandraker
SSL
162
3
0
18 May 2023
M3KE: A Massive Multi-Level Multi-Subject Knowledge Evaluation Benchmark for Chinese Large Language Models
Chuang Liu
Renren Jin
Yuqi Ren
Linhao Yu
Tianyu Dong
...
Peiyi Zhang
Qingqing Lyu
Xiaowen Su
Qun Liu
Deyi Xiong
ELM
ALM
270
31
0
17 May 2023
Maximizing Model Generalization for Machine Condition Monitoring with Self-Supervised Learning and Federated Learning
Journal of manufacturing systems (JMS), 2023
Matthew Russell
Peng Wang
FedML
AI4CE
129
14
0
27 Apr 2023
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