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Hiroyuki Miyamoto

2 papers in the library · 21 citations · publishing 2024-2025

Papers

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AI Discovery of Mechanisms of Consciousness, Its Disorders, and Their Treatment

Research Square July 8, 2025 Daniel Toker, Zhong Zheng, Jasmine Thum et al. preprint

Abstract Understanding disorders of consciousness (DOC) remains one of the most challenging problems in neuroscience, hindered by the lack of experimental models for probing mechanisms or testing interventions. To address this, we introduce a generative adversarial AI framework that pits deep neural networks—trained to detect consciousness across over 680,000 neuroelectrophysiology samples and...

Criticality supports cross-frequency cortical-thalamic information transfer during conscious states.

Elife January 5, 2024 Daniel Toker, Eli J Müller, Hiroyuki Miyamoto et al. 21 citations

Consciousness is thought to be regulated by bidirectional information transfer between the cortex and thalamus, but the nature of this bidirectional communication - and its possible disruption in unconsciousness - remains poorly understood. Here, we present two main findings elucidating mechanisms of corticothalamic information transfer during conscious states. First, we identify a highly...

DOI: 10.7554/elife.86547 (opens in new tab) Full text (opens in new tab) Anesthesia Consciousness Criticality Epilepsy +7