OBJECTIVE
Erroneous motor imagery brain-computer interface (MI-BCI) commands can cause unintended device actions, yet standard classifiers provide no mechanism to withhold uncertain predictions. We evaluate whether conformal prediction (CP) can serve as a command gate under cross-session EEG shift, where exchangeabilit...
Si-Xue Xing, Aarthy Nagarajan· Journal of Neural Engineerin...· 0 citations
BaSE (Bandit-based Self-Evolving), a multi-armed bandit that allocates LLM calls across parallel trajectories is proposed, a multi-armed bandit that improves mean fitness by 12.3% over the strongest island-protocol baseline across 8 (model, task) cells.
Si-Xue Xing, Hao-Yu He, Kerui Wu et al.· 4 citations
NEXUS-MI is introduced, a gateway-coordinated federated personalization framework that treats synchronization as an explicit design variable in federated MI personalization and is motivated by joint evaluation of personalized accuracy, communication cost, update freshness, and subject-level reliability.
This Perspective argues that AI-mediated BCIs should be evaluated not only by decoding accuracy and task performance, but also by how AI assistance is deployed: when systems act autonomously, seek confirmation, preserve user effort or return control to the user.
Aarthy Nagarajan· 0 citations
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