From the 1 of 4 linked papers with an AI index.
4 papers
ZUNA1.1: A more flexible EEG foundation model for Denoising and Super-resolution
Christopher Warner, Jonas Mago, JR Huml +1
The paper presents ZUNA1.1, a 380‑million‑parameter diffusion autoencoder that can denoise and super‑resolve EEG recordings of variable length and channel configurations, outperfor…
The Complex Brain Hypothesis: Resolving the Entropy-Content Conundrum in Minimal Phenomenal Experience
Jonas Mago, Edmundo Lopez-Sola, Jakub Vohryzek +4
Minimal Phenomenal Experiences (MPEs) are states of consciousness in which wakefulness is preserved but phenomenal content is low or absent. The Entropic Brain Hypothesis (EBH) is…
ZUNA: Flexible EEG Superresolution with Position-Aware Diffusion Autoencoders
Christopher Warner, Jonas Mago, JR Huml +2
We present \texttt{ZUNA}, a 380M-parameter masked diffusion autoencoder trained to perform masked channel infilling and superresolution for arbitrary electrode numbers and position…
Meditative absorption shifts brain dynamics toward criticality
Jonas Mago, Joshua Brahinsky, Mark Miller +10
Criticality describes a regime between order and chaos that supports flexible yet stable information processing. Here we examine whether neural dynamics can be volitionally shifted…