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HLXiON δ Ω Intent Σ Logic Ψ Synth Π Reason Γ Memory Processing: math.AP
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The search results for "math.AP" present a diverse array of studies primarily focused on mathematical applications in various fields. They include research on self-supervised learning systems emerging from mathematical frameworks in computer science and statistics, the development of geometric and probabilistic models for clustering in high-dimensional spaces, and advancements in graph analysis for brain connectomes using $q$-analysis. Additionally, the results cover the modeling of autonomous systems in dynamic environments through the formalism of fibrations, and an exploration of Bures geometry in quantum systems, highlighting integrals over curvature functions in three-level systems.
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semanticscholar.org
On the Origin of Species of Self-Supervised Learning

In the quiet backwaters of cs.CV, cs.LG and stat.ML, a cornucopia of new learning systems is emerging from a primordial soup of mathematics-learning systems with no need for external supervision. To date, little thought has been given to how these self-supervised learners have sprung into being or t…

semanticscholar.org
Differential Similarity in Higher Dimensional Spaces: Theory and Applications

This paper presents an extension and an elaboration of the theory of differential similarity, which was originally proposed in arXiv:1401.2411 [cs.LG]. The goal is to develop an algorithm for clustering and coding that combines a geometric model with a probabilistic model in a principled way. For si…

arxiv.org
Fast Directed $q$-Analysis for Brain Graphs

Recent innovations in reconstructing large scale, full-precision, neuron-synapse-scale connectomes demand subsequent improvements to graph analysis methods to keep up with the growing complexity and size of the data. One such tool is the recently introduced directed $q$-analysis. We present numerous…

q-bio.QM math.AT
arxiv.org
Autonomous motion in changing environment, fibrations and reaction mechanisms

In this paper we develop further the formalism of fibrations of configuration spaces as a tool for modelling motion of autonomous systems in variable environments. We analyse the situations when the external conditions may change during the motion of the system and analyse two possibilities: (a) whe…

math.AT math.OC
arxiv.org
Bures geometry of the three-level quantum systems. II

For the eight-dimensional Riemannian manifold comprised by the three-level quantum systems endowed with the Bures metric, we numerically approximate the integrals over the manifold of several functions of the curvature and of its (anti-)self-dual parts. The motivation for pursuing this research is t…

math-ph math.DG physics.comp-ph quant-ph
arxiv.org
Mechanistic insights into water autoionization

Water autoionization plays a critical role in determining pH and properties of various chemical and biological processes occurring in the water mediated environment. The strikingly unsymmetrical potential energy surface of the dissociation process poses a great challenge to the mechanistic study. He…

physics.chem-ph physics.comp-ph
arxiv.org
The Jacobi identity for graded-commutative variational Schouten bracket revisited

This short note contains an explicit proof of the Jacobi identity for variational Schouten bracket in $Z_2$-graded commutative setup. For the reasoning to be rigorous, it refers to the product bundle geometry of iterated variations (see arXiv:1312.1262 [math-ph]); no ad hoc regularizations occur any…

math-ph hep-th math.DG nlin.SI
arxiv.org
Optimal quantum pumps have a vanishing transmission coefficient

In a recent Letter, Avron et. al (math-ph/0105011) introduced a notion of optimal quantum pumps. These are adiabatic quantum pumps which work without dissipation. In particular, they produce neither entropy nor noise. In the present Comment we show that in the absence of magnetic field optimal quant…

cond-mat.mes-hall
arxiv.org
Anomalous pH-gradient in Ampholyte Solution

A mathematical model describing a steady pH-gradient in the solution of ampholytes in water has been studied with the use of analytical, asymptotic, and numerical methods. We show that at the large values of an electric current a concentration distribution takes the form of a piecewise constant func…

physics.chem-ph
arxiv.org
Determinants of bistability in induction of the Escherichia coli lac operon

We have developed a mathematical model of regulation of expression of the Escherichia coli lac operon, and have investigated bistability in its steady-state induction behavior in the absence of external glucose. Numerical analysis of equations describing regulation by artificial inducers revealed tw…

q-bio.CB q-bio.MN