2 papers
q-bio.NC2026
Extended predictive coding framework as variational free-energy minimisation under exponential-family assumption
Asaki Kataoka, Kenji Doya
The sensory cortices of the brain perform perceptual inference efficiently through their complex networks of neurons. One of the theoretical accounts of this process is the free-en…
q-bio.NC2025
Exploring internal representation of self-supervised networks: few-shot learning abilities and comparison with human semantics and recognition of objects
Asaki Kataoka, Yoshihiro Nagano, Masafumi Oizumi
Recent advances in self-supervised learning have attracted significant attention from both machine learning and neuroscience. This is primarily because self-supervised methods do n…