Author

Thiparat Chotibut

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#machine learning May 2025

Role of scrambling and noise in temporal information processing with quantum systems

A quantum reservoir processing framework that captures a broad range of physical computing models with quantum systems and it is numerically demonstrated that exponential concentration can still exist even with a physical reservoir such as an Ising model whenever the reservoir operates in a quantum-chaotic phase.

Weijie Xiong, Zoe Holmes, Armando Angrisani et al. · arXiv.org · 19 citations

#graph neural networks Open access Aug 2026

CrystalGRW: generative modeling of crystal structures with targeted crystallographic properties via geodesic random walks

CrystalGRW is introduced, a diffusion-based generative model on Riemannian manifolds that proposes candidate crystal configurations in stable phases, validated through density functional theory calculations, thereby accelerating materials discovery and inverse design.

Krit Tangsongcharoen, T. Pakornchote, C. Atthapak et al. · Scientific Reports · 1 citation