1 citations · 1 across the 4 of their papers we have counts for
4 papers
ZUNA1.1: A more flexible EEG foundation model for Denoising and Super-resolution
Christopher Warner, Jonas Mago, JR Huml +1
We introduce ZUNA1.1, a 380M-parameter diffusion autoencoder for flexible EEG signal reconstruction. ZUNA1.1 is capable of reconstructing variable length sequences of up to 30s, wi…
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…