3 papers
cs.LG2026
NeuroSonic: Conditional Flow Matching for EEG-to-Speech Reconstruction
Wenhao Gao, Yifan Wang, Yijia Ma +3
Reconstructing continuous speech from scalp electroencephalography (EEG) remains fundamentally challenging. EEG provides a weak, spatially diffuse, and highly variable measurement…
cs.CV2026
Let EEG Models Learn EEG
Yifan Wang, Yijia Ma, Wen Li +1
High-fidelity EEG generation is critical for alleviating data scarcity and addressing privacy constraints in large-scale neural modeling. Despite recent progress, most existing app…
stat.ME2024
A New Framework for Bayesian Function Registration
Yijia Ma, Wei Wu
Function registration, also referred to as alignment, has been one of the fundamental problems in the field of functional data analysis. Classical registration methods such as the…