Sequential best-arm identification with application to brain-computer interface

X Zhou, B Hao, J Kang, T Lattimore, L Li - arxiv preprint arxiv:2305.11908, 2023 - arxiv.org
A brain-computer interface (BCI) is a technology that enables direct communication between
the brain and an external device or computer system. It allows individuals to interact with the …

Latent go-explore with area as unit

G Jia, J Huo, F Yang, B Yang - Information Processing & Management, 2024 - Elsevier
The trade-off between exploration and exploitation has been one of the main challenges for
ensuring sampling efficiency, optimal solution, and transferability of reinforcement learning …

Real-time bayesian control of reactive brain computer interfaces

P Tufvesson, MG Nilsson, K Soltesz, B Bernhardsson - IFAC-PapersOnLine, 2023 - Elsevier
This paper introduces an improved method for real-time brain computer interface control. We
demonstrate how Bayesian optimization and feedback can be used to achieve faster …

On Calibration Algorithms for Real-Time Brain-Computer Interfaces

F Heskebeck - 2023 - portal.research.lu.se
Abstract A Brain-Computer Interface (BCI) is a system that, in real-time, translates the user's
brain activity into commands that can be used to control applications, such as moving a …

[PDF][PDF] The partially observable brain: An exploratory study on the use of partially observable Markov decision processes as a general framework for brain-computer …

JJT TRESOLS - 2024 - theses.fr
Although POMDP shows promise in being integrated into BCI pipelines as a unifying,
generic, flexible and extensible decision framework, it presents the glaring shortcoming of …

Sequential Best-Arm Identification with Application to P300 Speller

X Zhou, B Hao, T Lattimore, J Kang, L Li - Transactions on Machine … - openreview.net
A brain-computer interface (BCI) is an advanced technology that facilitates direct
communication between the human brain and a computer system, by enabling individuals to …