output
20212025
most citedNext Generation Reservoir Computing

577 citations

6 papers

physics.comp-ph2025

An improved update rule for probabilistic computers

Andrew Rockovich, Gregory Lafyatis, Daniel J. Gauthier

Many hard combinatorial problems can be mapped onto Ising models, which replicate the behavior of classical spins. Recent advances in probabilistic computers are characterized by p…

cs.LG2024★ 31 cited

Controlling Chaos Using Edge Computing Hardware

Robert M. Kent, Wendson A. S. Barbosa, Daniel J. Gauthier

Machine learning provides a data-driven approach for creating a digital twin of a system - a digital model used to predict the system behavior. Having an accurate digital twin can…

astro-ph.EP2024★ 2 cited

Quantifying the Bulk Density of Southern Delta Aquariid Meteoroids: Insights from the Canadian Automated Meteor Observatory

Arazi Pinhas, Zbyszek Krzeminski, Denis Vida +1

Physical properties of ten millimeter-sized meteoroids from the Southern Delta Aquariids (SDA) shower are derived using optical observations from the Canadian Automated Meteor Obse…

nlin.AO2023★ 61 cited

Perspectives on adaptive dynamical systems

Jakub Sawicki, Rico Berner, Sarah A. M. Loos +21

Adaptivity is a dynamical feature that is omnipresent in nature, socio-economics, and technology. For example, adaptive couplings appear in various real-world systems like the powe…

cs.CL2021★ 38 cited

A Study of Social and Behavioral Determinants of Health in Lung Cancer Patients Using Transformers-based Natural Language Processing Models

Zehao Yu, Xi Yang, Chong Dang +8

Social and behavioral determinants of health (SBDoH) have important roles in shaping people's health. In clinical research studies, especially comparative effectiveness studies, fa…

cs.LG2021★ 577 cited

Next Generation Reservoir Computing

Daniel J. Gauthier, Erik Bollt, Aaron Griffith +1

Reservoir computing is a best-in-class machine learning algorithm for processing information generated by dynamical systems using observed time-series data. Importantly, it require…