3 papers
cs.LG2026
Martingale-Consistent Self-Supervised Learning
Moritz Gögl, Hanwen Xing, Christopher Yau
Self-supervised learning (SSL) is often deployed under changing information, such as shorter histories, missing features, or partially observed images. In these settings, predictio…
cs.LG2026
Multimodal Survival Analysis with Locally Deployable Large Language Models
Moritz Gögl, Christopher Yau
We study multimodal survival analysis integrating clinical text, tabular covariates, and genomic profiles using locally deployable large language models (LLMs). As many institution…
cs.LG2026
Var-JEPA: A Variational Formulation of the Joint-Embedding Predictive Architecture -- Bridging Predictive and Generative Self-Supervised Learning
Moritz Gögl, Christopher Yau
The Joint-Embedding Predictive Architecture (JEPA) is often seen as a non-generative alternative to likelihood-based self-supervised learning, emphasizing prediction in representat…