activity
20222026
most citedAn exact mathematical description of computation with transient spatiotemporal dynamics in a complex-valued neural network

1 citations · 2 across the 7 of their papers we have counts for

collaborators

7 papers

cs.NE2026

An explicit operator explains end-to-end computation in the modern neural networks used for sequence and language modeling

Anif N. Shikder, Ramit Dey, Sayantan Auddy +6

We establish a mathematical correspondence between state space models, a state-of-the-art architecture for capturing long-range dependencies in data, and an exactly solvable nonlin…

q-bio.QM2025

A mathematical language for linking fine-scale structure in spikes from hundreds to thousands of neurons with behaviour

Alexandra N. Busch, Roberto C. Budzinski, Federico W. Pasini +8

Recent advances in neural recording technology allow simultaneously recording action potentials from hundreds to thousands of neurons in awake, behaving animals. However, character…

math.CO2024

On prime Cayley graphs

Maria Chudnovsky, Michal Cizek, Logan Crew +4

The decomposition of complex networks into smaller, interconnected components is a central challenge in network theory with a wide range of potential applications. In this paper, w…

cs.NE2023★ 1 cited

An exact mathematical description of computation with transient spatiotemporal dynamics in a complex-valued neural network

Roberto C. Budzinski, Alexandra N. Busch, Samuel Mestern +7

We study a complex-valued neural network (cv-NN) with linear, time-delayed interactions. We report the cv-NN displays sophisticated spatiotemporal dynamics, including partially syn…

math.SP2023

Spectral perturbation by rank- matrices

Jonathan L. Merzel, Ján Mináč, Tung T. Nguyen +1

Let and designate matrices with coefficients in a field . In this paper, we completely answer the following question: For fixed, what are the possible ch…

math.RA2022

On the joins of group rings

Sunil K. Chebolu, Jonathan L. Merzel, Ján Mináč +4

Given a collection of finite groups and a ring , we define a subring of the ring ( that encompasses all the individual group…

math.CO2022★ 1 cited

Joins of normal matrices, their spectrum, and applications

Jan Mináč, Lyle Muller, Tung T. Nguyen +1

Motivated by studies of oscillator networks, we study the spectrum of the join of several normal matrices with constant row sums. We apply our results to compute the characteristic…