25–29 Aug 2025
NCTS-Phys Lecture Hall, 4F, Chee-Chun Leung Cosmology Hall, National Taiwan University
Asia/Taipei timezone

A Bandit Approach to Discriminating Two Unknown Quantum States

28 Aug 2025, 16:33
3m
Poster presentation Poster

Speaker

Dr Satoshi Hara (The University of Electro-Communications)

Description

We address the problem of distinguishing two unknown quantum states with as few experiments as possible. Instead of estimating the full density matrix via tomography, we treat each measurement as an online decision-making problem. This problem can be formulated as a linear bandit, in which the probability of each outcome is a linear function of an unknown vector encoding the true state. Using standard bandit methods such as LinUCB and Thompson Sampling, we develop adaptive strategies that choose the next measurement basis on the fly. Numerical simulations confirm that our method requires fewer experiments for state discrimination than full-state tomography.

Primary author

Dr Satoshi Hara (The University of Electro-Communications)

Presentation materials

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