papers
Publications (6)
nlin.CD2026
Chaos in reason: How chain-of-thought LLMs can look for an answer
Gregorio Jaca, Kristóf Benedek, János Török
The paper investigates large language models with nonlinear dynamics tools, revealing that their hidden state trajectories display chaotic signatures like sensitivity to initial co…
#chaos theory#large language models#nonlinear dynamics#transformer analysis
physics.soc-ph2025
The effect of HVDC lines in power-grids via Kuramoto modelling
Kristóf Benedek, Géza Ãdor
physics.soc-ph2023
Improving power-grid systems via topological changes, or how self-organized criticality can help stability
Géza Ãdor, István Papp, Kristóf Benedek +1
cond-mat.dis-nn2025
Quantitative comparison of power grid reinforcements
Bálint Hartmann, Géza Ãdor, Kristóf Benedek +2
physics.soc-ph2023
Dynamical heterogeneity and universality of power-grids
Bálint Hartmann, Géza Ãdor, István Papp +3
nlin.AO2024
Studying power-grid synchronization with incremental refinement of model heterogeneity
Bálint Hartmann, Géza Ãdor, Kristóf Benedek +1