6 papers
EEG-PRISM: Physiologically-Grounded Interpretability of Predictions by EEG Foundation Models
Deeksha M Shama, Punnisa Amornsirikul, Archana Venkataraman
Objective: Foundation models represent the next advancement in AI for EEG analysis; however current explainable AI techniques provide attribution scores in the time-channel input s…
Modified log-Sobolev inequalities, concentration bounds and uniqueness of Gibbs measures
Yannic Steenbeck
We prove that there is only one translation-invariant Gibbsian point process w.r.t. to a chosen interaction if any of them satisfies a certain bound related to concentration-of-mea…
Reversible birth-and-death dynamics in continuum: a de Bruijn-type identity for free-energy dissipation
Benedikt Jahnel, Jonas Köppl, Yannic Steenbeck +1
We investigate free-energy dissipation in a continuous-time birth-and-death dynamics in . For these Markov processes, the class of reversible measures coincides with…
The variational principle for a marked Gibbs point process with infinite-range multibody interactions
Benedikt Jahnel, Jonas Köppl, Yannic Steenbeck +1
We prove the Gibbs variational principle for the Asakura--Oosawa model in which particles of random size obey a hardcore constraint of non-overlap and are additionally subject to a…
Reversible birth-and-death dynamics in continuum: free-energy dissipation and attractor properties
Yannic Steenbeck, Alexander Zass, Jonas Köppl +1
We consider continuous-time birth-and-death dynamics in that admit at least one infinite-volume Gibbs point process based on area interactions as a reversible measur…
Throughput in inhomogeneous planar drainage networks
Partha Pratim Ghosh, Benedikt Jahnel, Yannic Steenbeck
We consider navigation schemes on planar diluted lattices and semi lattices with one discrete and one continuous component. More precisely, nodes that survive inhomogeneous Bernoul…