Next-token prediction on multi-modal tokenized sleep signals yields embeddings that match supervised performance with far less labels and generalize to daytime heart data.
Cortical travelling waves: mechanisms and computational principles,
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Equivariant neural networks support Goldstone-like modes enabling coherent information propagation across depth and recurrent iterations.
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Next-Token Prediction Learns Generalisable Representations of Sleep Physiology
Next-token prediction on multi-modal tokenized sleep signals yields embeddings that match supervised performance with far less labels and generalize to daytime heart data.
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Spontaneous symmetry breaking and Goldstone modes for deep information propagation
Equivariant neural networks support Goldstone-like modes enabling coherent information propagation across depth and recurrent iterations.