NeurIPS 2024 Workshop SSL Submissions

EmbedSimScore: Advancing Protein Similarity Analysis with Structural and Contextual Embeddings
Gourab Saha, Md Toki Tahmid, Md Shamsuzzoha Bayzid
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Anomaly Detection In The Wild: Can SSL Handle Strong Distribution Imbalances?
Daniel Otero, Rafael Mateus, Randall Balestriero
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Enhancing JEPAs with Spatial Conditioning: Robust and Efficient Representation Learning
Etai Littwin, Vimal Thilak, Anand Gopalakrishnan
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Data Augmentation Transformations for Self-Supervised Learning with Ultrasound
Blake VanBerlo, Alexander Wong, Jesse Hoey, Robert Arntfield
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Intra-video Positive Pairs in Self-Supervised Learning for Ultrasound
Blake VanBerlo, Alexander Wong, Jesse Hoey, Robert Arntfield
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
An Empirical Analysis of Speech Self-Supervised Learning at Multiple Resolutions
Theo Clark, Benedetta Cevoli, Eloy de Jong, Timofey Abramski, Jamie Dougherty
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
TSA on AutoPilot: Self-tuning Self-supervised Time Series Anomaly Detection
Boje Deforce, Meng-Chieh Lee, Bart Baesens, Estefanía Serral Asensio, Jaemin Yoo, Leman Akoglu
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
PabLO: Improving Semi-Supervised Learning with Pseudolabeling Optimization
Harit Vishwakarma, Yi Chen, Satya Sai Srinath Namburi GNVV, Sui Jiet Tay, Ramya Korlakai Vinayak, Frederic Sala
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
LLM2CLIP: Powerful Language Model Unlock Richer Visual Representation
Aoqi Wu, weiquan Huang, Yifan Yang, Xufang Luo, Yuqing Yang, Chunyu Wang, Liang Hu, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Seq-JEPA: Autoregressive Predictive Learning of Invariant-Equivariant World Models
Hafez Ghaemi, Eilif Benjamin Muller, Shahab Bakhtiari
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Self-supervised Video Instance Segmentation Can Boost Geographic Entity Alignment in Historical Maps
Xue Xia, Randall Balestriero, Tao Zhang, Lorenz Hurni
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Unsupervised Event Outlier Detection in Continuous Time
Somjit Nath, Kry Yik-Chau Lui, Siqi Liu
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Adaptive Neighborhoods in Contrastive Regression Learning for Brain Age Prediction
Jakob Träuble, Lucy V Hiscox, Curtis Johnson, Carola-Bibiane Schönlieb, Gabriele S Kaminski Schierle, Angelica I Aviles-Rivero
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
A Unifying Framework for Action-Conditional Self-Predictive Reinforcement Learning
Khimya Khetarpal, Zhaohan Daniel Guo, Bernardo Avila Pires, Yunhao Tang, Clare Lyle, Mark Rowland, Nicolas Heess, Diana L Borsa, Arthur Guez, Will Dabney
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Variational Graph Contrastive Learning
Shifeng Xie, Jhony H. Giraldo
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Self-Supervised Pretext Tasks for Event Sequence Data from Detecting Misalignment
Yimu Wang, He Zhao, Ruizhi Deng, Frederick Tung, Greg Mori
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Boosting Unsupervised Segmentation Learning
Alp Eren SARI, Francesco Locatello, Paolo Favaro
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Masked Self-Supervised Pretraining for Semantic Segmentation of Dental Radiographs
Tejeswar Pokuri, Laalenthika Konthalapalli, Sarvesh Kumar, Karthik B. V. A. S.
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Neural Embeddings Rank: Aligning 3D latent dynamics with movements
Chenggang Chen, Zhiyu Yang
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
NARAIM: Native Aspect Ratio Autoregressive Image Models
Daniel Gallo Fernández, Robert van der Klis, Răzvan-Andrei Matișan, Janusz Partyka, Samuele Papa, Efstratios Gavves, Phillip Lippe
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
A Graph Matching Approach to Balanced Data Sub-Sampling for Self-Supervised Learning
Hugues Van Assel, Randall Balestriero
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Two Is Better Than One: Aligned Clusters Improve Anomaly Detection
Alain Ryser, Thomas M. Sutter, Alexander Marx, Julia E Vogt
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
$\mathbb{X}$-Sample Contrastive Loss: Improving Contrastive Learning with Sample Similarity Graphs
Vlad Sobal, Mark Ibrahim, Randall Balestriero, Vivien Cabannes, Diane Bouchacourt, Pietro Astolfi, Kyunghyun Cho, Yann LeCun
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Squeezing Water from a Stone: Improving Pre-Trained Self-Supervised Embeddings Through Effective Entropy Maximization
Deep Chakraborty, Tim G. J. Rudner, Erik Learned-Miller
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone
Squeezing performance from pathology foundation models with chained hyperparameter searches
Joseph Cappadona, Ken Gary Zeng, Carlos Fernandez-Granda, Jan Witowski, Yann LeCun, Krzysztof J. Geras
- Published: 13 Oct 2024, Last Modified: 02 Dec 2024
- NeurIPS 2024 Workshop SSL
- Readers: Everyone