96 citations · 504 across the 12 of their papers we have counts for
3 papers · 1 filter
A short trajectory is all you need: A transformer-based model for long-time dissipative quantum dynamics
Luis E. Herrera Rodríguez, Alexei A. Kananenka
In this communication we demonstrate that a deep artificial neural network based on a transformer architecture with self-attention layers can predict the long-time population dynam…
A systematic study of the role of dissipative environment in regulating entanglement and exciton delocalization in the Fenna-Matthews-Olson complex
Luis E. Herrera Rodríguez, Alexei A. Kananenka
In this Article we perform a systematic study of the global entanglement and exciton coherence length dynamics coherence in natural light-harvesting system Fenna-Matthews-Olson (FM…
A comparative study of different machine learning methods for dissipative quantum dynamics
Luis E. Herrera Rodriguez, Arif Ullah, Kennet J. Rueda Espinosa +2
It has been recently shown that supervised machine learning (ML) algorithms can accurately and efficiently predict the long-time populations dynamics of dissipative quantum systems…