activity
20122023
most citedSingle-photon decision maker

89 citations · 393 across the 60 of their papers we have counts for

collaborators

60 papers

physics.optics2023★ 5 cited

Conflict-free joint decision by lag and zero-lag synchronization in laser network

Hisako Ito, Takatomo Mihana, Ryoichi Horisaki +1

With the end of Moore's Law and the increasing demand for computing, photonic accelerators are garnering considerable attention. This is due to the physical characteristics of ligh…

quant-ph2023★ 7 cited

Bandit Algorithm Driven by a Classical Random Walk and a Quantum Walk

Tomoki Yamagami, Etsuo Segawa, Takatomo Mihana +3

Quantum walks (QWs) have a property that classical random walks (RWs) do not possess -- the coexistence of linear spreading and localization -- and this property is utilized to imp…

quant-ph2023

Asymmetric quantum decision-making

Honoka Shiratori, Hiroaki Shinkawa, André Röhm +7

Collective decision-making is crucial to information and communication systems. Decision conflicts among agents hinder the maximization of potential utilities of the entire system.…

cs.LG2023★ 14 cited

Effect of temporal resolution on the reproduction of chaotic dynamics via reservoir computing

Kohei Tsuchiyama, André Röhm, Takatomo Mihana +2

Reservoir computing is a machine learning paradigm that uses a structure called a reservoir, which has nonlinearities and short-term memory. In recent years, reservoir computing ha…

nlin.CD2023★ 1 cited

Information-theoretical analysis of statistical measures for multiscale dynamics

Naoki Asuke, Tomoki Yamagami, Takatomo Mihana +3

Multiscale entropy (MSE) has been widely used to examine nonlinear systems involving multiple time scales, such as biological and economic systems. Conversely, Allan variance has b…

cs.AI2022

Bandit approach to conflict-free multi-agent Q-learning in view of photonic implementation

Hiroaki Shinkawa, Nicolas Chauvet, André Röhm +4

Recently, extensive studies on photonic reinforcement learning to accelerate the process of calculation by exploiting the physical nature of light have been conducted. Previous stu…