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cs.LG2026
Dive into Waves: Morlet Spectral Transformer for Cross-Subject Emotion Decoding from EEG
Jiaxin Qing, Lexin Li
We study cross-subject emotion recognition from EEG, a practically important yet challenging problem in brain-computer interfaces. Unlike tasks with clear waveform signatures, emot…
cs.LG2026
Residual Feature Integration is Sufficient to Prevent Negative Transfer
Yichen Xu, Ryumei Nakada, Linjun Zhang +1
Transfer learning has become a central paradigm in modern machine learning, yet it suffers from the long-standing problem of negative transfer, where leveraging source representati…