Junya Honda

Associate Professor, Kyoto University

3 papers at NeurIPS 2025

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Poster Session 4

1 paper

Thursday, December 4, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Revisiting Follow-the-Perturbed-Leader with Unbounded Perturbations in Bandit Problems

#812 · Jongyeong Lee, Junya Honda, Shinji Ito, Min-hwan Oh

This paper aims to broaden the theoretical foundation of FTPL and emphasize the need for further investigation to better understand the behavior of FTPL in broader settings.

Poster Session 5

1 paper

Friday, December 5, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

Optimal Estimation of the Best Mean in Multi-Armed Bandits

#3309 · Takayuki Osogami, Junya Honda, Junpei Komiyama

We propose an algorithm for estimating the best mean reward in a multi-armed bandit with asymptotically optimal, instance-adaptive sample complexity.

Poster Session 6

1 paper

Friday, December 5, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Optimal Regret of Bandits under Differential Privacy

#3015 · Achraf Azize, Yulian Wu, Junya Honda, Francesco Orabona, Shinji Ito, Debabrota Basu