12 citations · 15 across the 4 of their papers we have counts for
4 papers
Drift-Diffusion Matching: Embedding dynamics in latent manifolds of asymmetric neural networks
Ramón Nartallo-Kaluarachchi, Renaud Lambiotte, Alain Goriely
Recurrent neural networks (RNNs) provide a theoretical framework for understanding computation in biological neural circuits, yet classical results, such as Hopfield's model of ass…
Coarse-graining nonequilibrium diffusions with Markov chains
Ramón Nartallo-Kaluarachchi, Renaud Lambiotte, Alain Goriely
We investigate nonequilibrium steady-state dynamics in both continuous- and discrete-state stochastic processes. Our analysis focuses on planar diffusion dynamics and their coarse-…
Nonequilibrium physics of brain dynamics
Ramón Nartallo-Kaluarachchi, Morten L. Kringelbach, Gustavo Deco +2
Information processing in the brain is coordinated by the dynamic activity of neurons and neural populations at a range of spatiotemporal scales. These dynamics, captured in the fo…
From reductionism to realism: Holistic mathematical modelling for complex biological systems
Ramón Nartallo-Kaluarachchi, Renaud Lambiotte, Alain Goriely
At its core, the physics paradigm adopts a reductionist approach, aiming to understand fundamental phenomena by decomposing them into simpler, elementary processes. While this stra…