Sleep Stage Classification across Heterogeneous EEG/EOG Channels with Multi-Channel Differential Transformer

arXiv:2508.15215 · cs.LG · Submitted 2025-08-21 · Read on arXiv

cs.LG

Submitted: 2025-08-21

Updated: 2026-10-17

Comments: SleepDIFFormer 23 Pages. Accepted by Cognitive Neurodynamics, 2026. DOI: 10.1007/s11571-026-10574-5

DOI: 10.1007/s11571-026-10574-5

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Generalization — 3× in this paper · explained in 13 episodes
• Transformer — 3× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Ablation Study — 1× in this paper · explained in 3 episodes
• Non-stationarity — 1× in this paper · explained in 2 episodes
• Representation Learning — 1× in this paper · explained in 3 episodes
• Transformer Architecture — 1× in this paper · explained in 3 episodes

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