Sharma, GulshanGulshanSharmaPandey, PankajPankajPandeySubramanian, RamanathanRamanathanSubramanianMiyapuram, Krishna PrasadKrishna PrasadMiyapuramDhall, AbhinavAbhinavDhall2025-08-312025-08-312022-11-07[9781450393904]10.1145/3536221.35565982-s2.0-85142795115https://d8.irins.org/handle/IITG2025/25869We examine user and song identification from neural (EEG) signals. Owing to perceptual subjectivity in human-media interaction, music identification from brain signals is a challenging task. We demonstrate that subjective differences in music perception aid user identification, but hinder song identification. In an attempt to address intrinsic complexities in music identification, we provide empirical evidence on the role of enjoyment in song recognition. Our findings reveal that considering song enjoyment as an additional factor can improve EEG-based song recognition.falseCNNs | EEG | Music Entrainment | Song Enjoyment | Stimulus Identification | User IdentificationConference Paper414-4197 November 20224cpConference Proceeding5