3 papers
cond-mat.stat-mech2026
Theory of collective learning in populations of adaptive agents
Gerhard Jung, Johann Asnacios, Misaki Ozawa +2
We investigate homogeneous populations of smart active agents that exchange information with their neighbors to perform a decentralized learning process aimed at achieving a prescr…
cond-mat.dis-nn2025
Rényi complexity in mean-field disordered systems
Nina Javerzat, Eric Bertin, Misaki Ozawa
Configurational entropy, or complexity, plays a critical role in characterizing disordered systems such as glasses, yet its measurement often requires significant computational res…
cond-mat.stat-mech2025
Kinetic theory of decentralized learning for smart active matter
Gerhard Jung, Misaki Ozawa, Eric Bertin
Smart active matter has the ability to control its motion guided by individual policies to achieve collective goals. We introduce a theoretical framework to study a decentralized l…