M. Ovsjanikov

Plasma proteomics for prognostic stratification in newly diagnosed primary central nervous system lymphoma.

Pattern Formation in Transformers

What are the inductive biases of a Transformer architecture? Existing theory on how the forward pass shapes representations either considers whether Transformers escape from rank collapse or demonstrates that self-attention drives tokens toward cluster patterns. The latter view arises from an elegant dynamical systems...

The Computational Basis of Confidence in Large Language Models

A computational account of confidence in multimodal language models is provided, when answer logits behave as readouts of a latent decision variable is delineated, and statistical decision confidence is established as a unifying framework for studying confidence across biological and artificial intelligence.

Gen4U: Unifying Video Generation and Understanding via Diffusion

Gen4U (Generation for Understanding), a framework that repurposes these generative representations with a single forward pass, is introduced, achieving strong perception performance while fully preserving the model's ability to generate high-quality video.