Single photon in hierarchical architecture for physical reinforcement learning: Photon intelligence

no code implementations • 1 Sep 2016 • Makoto Naruse, Martin Berthel, Aurélien Drezet, Serge Huant, Hirokazu Hori, Song-Ju Kim

In a past study, we successfully used the wave-particle duality of single photons to solve the two-armed bandit problem, which constitutes the foundation of reinforcement learning and decision making.

Decision Making reinforcement-learning +1

Category Theoretic Analysis of Photon-based Decision Making

no code implementations • 26 Feb 2016 • Makoto Naruse, Song-Ju Kim, Masashi Aono, Martin Berthel, Aurélien Drezet, Serge Huant, Hirokazu Hori

Decision making is a vital function in this age of machine learning and artificial intelligence, yet its physical realization and theoretical fundamentals are still not completely understood.

BIG-bench Machine Learning Decision Making