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#machine learning Preprint Sep 2026

When More Is Not Better: Component Anti-Synergy in a P300 Speller

P300 brain-computer interface (BCI) spellers can provide hands-free communication for people with severe motor impairments. Modern pipelines combine multiple individually promising components, often assuming that'more-is-better'. We tested this assumption using a four-component full-factorial experiment varying the inc...

Lu Yang, Rui Liu, Fu-Sheng Wang · 0 citations
#human-computer interacti... Preprint Sep 2026

Streaming P300 Acquisition and Statistical Signal Validation Across Five EEG Platforms: A Hardware-Agnostic BrainFlow/LSL Pipeline

A hardware-agnostic, real-time P300 acquisition pipeline built on BrainFlow and Lab Streaming Layer that runs unchanged across consumer- and research-grade EEG headsets is presented, with permutation tests of signal separability showing Flex showed the most promising signal.

Isabella Guan, Rui Liu, Fu-Sheng Wang · 0 citations
Aug 2026

Domain-specific deficits in categorical perception unveil the neural architecture of auditory agnosia in dementia.

Auditory processing deficits are a prominent early feature of Alzheimer's disease (AD), yet whether they reflect generalized cognitive slowing or domain-specific neural degradation remains unclear. This study combined a categorical perception paradigm with high-temporal-resolution electroencephalography (EEG) to evalua...

Xiaotian Gao, Dan Ma, Rui Liu et al. · 0 citations

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