3 papers
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…
stat.AP2026
VAE-MS: An Asymmetric Variational Autoencoder for Mutational Signature Extraction
Ida Egendal, Rasmus Froberg Brøndum, Dan J Woodcock +2
Mutational signature analysis has emerged as a powerful method for uncovering the underlying biological processes driving cancer development. However, the signature extraction proc…