2 papers
cond-mat.dis-nn2026
Replication and Information Extraction in a Minimal Agent-Environment Model
Sebastiano Ariosto, Jerome Garnier-Brun, Luca Saglietti +1
How can information be extracted from data without explicit guidance or rewards? We investigate this question in a minimal setting where a classifying agent is exposed to a stream…
cond-mat.dis-nn2025
Statistical Physics of Deep Neural Networks: Generalization Capability, Beyond the Infinite Width, and Feature Learning
Sebastiano Ariosto
Deep Neural Networks (DNNs) excel at many tasks, often rivaling or surpassing human performance. Yet their internal processes remain elusive, frequently described as "black boxes."…