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Si-Xue Xing

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Open access Sep 2026

From confidence to caution: conformal gating for cross-session motor imagery brain-computer interfaces.

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 · 0 citations
#artificial intelligence Preprint May 2026

Compute Allocation for Self-Evolving LLMs: From Depth-Breadth to Multi-Armed Bandits

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

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