Stefano Soatto

Conjuring Semantic Similarity

Test-Time Defense Against Adversarial Attacks via Stochastic Resonance of Latent Ensembles

PICASO: Permutation-Invariant Context Composition with State Space Models

STree: Speculative Tree Decoding for Hybrid State Space Models

Conjuring Semantic Similarity

Measuring Language Model Uncertainty With Internal Concepts

Measuring LLM Confidence through Stable Explanations

Efficient Scaling of Diffusion Transformers for Text-to-Image Generation

Scaling up Image Segmentation across Data and Tasks

Observability of Latent States in Generative AI Models