arxivcs.SDcs.HC2026-07-21
End-to-End Markov State Sequence Learning for Auditory Attention Decoding
Yushan Yashengjiang, Jie Zhang, Miao Sun, Huadong Liang, Xin Li, Zhen-hua Ling
Auditory attention decoding (AAD) identifies the speaker a listener attends to from neural responses like electroencephalography (EEG), making it a key algorithm in neuro-steered hearing aids. However, most neural AAD models are trained as independent short-window classifiers, de…