most citedBeware of Overestimated Decoding Performance Arising from Temporal Autocorrelations in Electroencephalogram Signals

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cs.SD2026

Bypassing Direct Reconstruction: Speech Detection from MEG via Large-Scale Audio Retrieval

Boda Xiao, Bo Wang, Heping Cheng

Decoding speech from non-invasive brain signals is challenging. For the LibriBrain 2025 Speech Detection task, we propose a novel two-step framework that bypasses direct reconstruc…