Author

Zhenyao Cui

2 papers indexed here

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Preprint Aug 2026

Beyond Trial Averaging: Anchoring Neural and Visual Representations for Few-Repetition Brain-to-Image Retrieval

Decoding visual information from brain signals probes neural representations and enables neuro-rehabilitation and dream decoding. Recent brain-to-image retrieval approaches have achieved promising performance, typically by averaging many (up to 80) neural trials per image, requiring repeated stimulus presentation that...

Zhenyao Cui, Siyuan Kan, Dingkun Liu et al. · 0 citations

Review Open access Jan 2026

EEG-FM-Compass: Progress, Benchmarking, and Future Directions for EEG Foundation Models

The results indicate that: 1) linear probing is frequently insufficient; 2) specialist models trained from scratch remain competitive across many tasks; and 3) larger FMs do not necessarily yield better generalization performance under current data regimes and training practices.

Dingkun Liu, Yu-Heng Chen, Zhu Chen et al. · National Science Review · 12 citations · ⚡3