Author

Zhi-Ge Chen

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Preprint Oct 2026

A High-Density EEG Dataset for Stimulus-Driven Auditory Attention

Stimulus-driven auditory attention determines which sound gains priority when multiple sources compete without an explicit listening goal, yet most computational studies focus either on acoustic salience or on decoding predefined attended targets. This study investigates instruction-free auditory competition using the...

Ruo-Fan Yan, Na Lu, Shu Peng et al. · 0 citations

#machine learning Preprint Sep 2026

Benchmarking EEG Foundation Models at Scale: Lessons from 20,000 Evaluations

Electroencephalography (EEG) foundation models (FMs) promise transferable neural representations, yet their advantages over strong supervised baselines and their prospects for further scaling remain unclear. To address these questions, we introduce EEG-Arena, an open-source benchmark covering 30 EEG FMs and 25 supervis...

Zhi-Ge Chen, Shu-Hai Peng, Cheng-Xuan Qin et al. · 0 citations