NeurIPS 2024 Workshop SSL Submissions

Rethinking Patch Dependence for Masked Autoencoders
Letian Fu, Long Lian, Renhao Wang, Baifeng Shi, XuDong Wang, Adam Yala, Trevor Darrell, Alexei A Efros, Ken Goldberg
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
On the Collapse Errors Induced by the Deterministic Sampler for Diffusion Models
Yi Zhang, Difan Zou
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Benchmarking Self-Supervised Learning for Single-Cell Data
Philip Toma, Olga Ovcharenko, Imant Daunhawer, Julia E Vogt, Florian Barkmann, Valentina Boeva
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Influence Estimation in Self-Supervised Learning
Nidhin Harilal, Reza Akbarian Bafghi, Amit Kiran Rege, Maziar Raissi, Claire Monteleoni
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
When Do We Not Need Larger Vision Models?
Baifeng Shi, Ziyang Wu, Maolin Mao, Xin Wang, Trevor Darrell
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
PiLaMIM: Toward Richer Visual Representations by Integrating Pixel and Latent Masked Image Modeling
Junmyeong Lee, Eui Jun Hwang, Sukmin Cho, Jong C. Park
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
The Birth of Self Supervised Learning: A Supervised Theory
Randall Balestriero, Yann LeCun
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
For Perception Tasks: The Cost of LLM Pretraining by Next-Token Prediction Outweigh its Benefits
Randall Balestriero, Hai Huang
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Improving OOD Generalization of Pre-trained Encoders via Aligned Embedding-Space Ensembles
Shuman Peng, Arash Khoeini, Sharan Vaswani, Martin Ester
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Informed Augmentation Selection Improves Tabular Contrastive Learning
Arash Khoeini, Shuman Peng, Martin Ester
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Unfolding Videos Dynamics via Taylor Expansion
Siyi Chen, Minkyu Choi, Zesen Zhao, Kuan Han, Qing Qu, Zhongming Liu
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Pearls from Pebbles: Improved Confidence Functions for Auto-labeling
Harit Vishwakarma, Yi Chen, Sui Jiet Tay, Satya Sai Srinath Namburi GNVV, Frederic Sala, Ramya Korlakai Vinayak
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Equivariant Representation Learning for Augmentation-based Self-Supervised Learning via Image Reconstruction
Qin Wang, Kai Krajsek, Hanno Scharr
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Uncovering the Risk of Model Collapsing in Self-Supervised Continual Test-time Adaptation
Trung-Hieu Hoang, MinhDuc Vo, Minh N. Do
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Uncovering RL Integration in SSL Loss: Objective-Specific Implications for Data-Efficient RL
Ömer Veysel Çağatan, Baris Akgun
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
SigCLR: Sigmoid Contrastive Learning of Visual Representations
Ömer Veysel Çağatan
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks
Wei Cui, Yi Sui, Jesse C. Cresswell, Keyvan Golestan
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Maven: A Multimodal Foundation Model for Supernova Science
Gemma Zhang, Thomas Helfer, Alexander Thomas Gagliano, Siddharth Mishra-Sharma, V Ashley Villar
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Context-Aware Predictive Coding: A Representation Learning Framework for WiFi Sensing
Borna Barahimi, Hina Tabassum, Mohammad Omer, Omer Waqar
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
DIETing: Self-Supervised Learning with Instance Discrimination Learns Identifiable Features
Attila Juhos, Alice Bizeul, Patrik Reizinger, Randall Balestriero, David Klindt, Mark Ibrahim, Julia E Vogt, Wieland Brendel
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Self Supervised Learning Using Controlled Diffusion Image Augmentation
Judah A Goldfeder, Patrick Minwan Puma, Gabriel Guo, Gabriel Guerra Trigo, Hod Lipson
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
In-Context Symmetries: Self-Supervised Learning through Contextual World Models
Sharut Gupta, Chenyu Wang, Yifei Wang, Tommi Jaakkola, Stefanie Jegelka
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Explainable Audio-Visual Representation Learning via Prototypical Contrastive Masked Autoencoder
Yi Li, Plamen P Angelov
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Robust Self-Supervised Learning for Adversarial Attack Detection
Yi Li, Plamen P Angelov, Neeraj Suri
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Decoupling Vertical Federated Learning using Local Self-Supervision
Avi Amalanshu, Yash Sirvi, David I. Inouye
- Published: 13 Oct 2024, Last Modified: 07 Mar 2025
- NeurIPS 2024 Workshop SSL
- Readers: Everyone