activity
20242026
collaborators

5 papers

physics.soc-ph2026

Evolved Collectives Combine Complex Internal Representations with Simple Outputs

Guilherme S. Y. Giardini, John F. Hardy, Carlo daCunha

Collective intelligence emerges from local interactions among agents with limited information, yet how internal controller organization relates to emergent collective order remains…

cs.CR2025

Using Preformed Resistive Random Access Memory to Create a Strong Physically Unclonable Function

Jack Garrard, John F. Hardy, Carlo daCunha +1

Physically Unclonable Functions (PUFs) are a promising solution for identity verification and asymmetric encryption. In this paper, a new Resistive Random Access Memory (ReRAM) PUF…

physics.app-ph2025

Impact of Switching Layer Architecture on Power Consumption in RRAM

John F. Hardy, Jack A. Garrard, Guilherme S. Y. Giardini +1

This work demonstrates that porous helical WOx architectures enable a distinct low-power regime for planar ITO/WOx/ITO resistive random-access devices. While thin film and helical…

nlin.AO2024

Evolving Neural Networks Reveal Emergent Collective Behavior from Minimal Agent Interactions

Guilherme S. Y. Giardini, John F. Hardy, Carlo R. da Cunha

Understanding the mechanisms behind emergent behaviors in multi-agent systems is critical for advancing fields such as swarm robotics and artificial intelligence. In this study, we…

cond-mat.mtrl-sci2024

Optimizing the Optical Properties of Tin Oxide Aerogels through Defect Passivation

John F. Hardy, Madison King, Stephanie Hurst +1

Tin oxide aerogels were synthesized using an epoxide-assisted technique and characterized with Fourier transform infrared, X-ray diffraction, and UV-Vis to study the effects of pos…