Area of research
Materials Chemistry · Condensed Matter Physics
Research interest
Research interests include Material Dynamics and Properties, Theoretical and Computational Physics, Neural Networks and Applications, and Advanced Thermodynamics and Statistical Mechanics.
Non-reciprocity across scales in active mixtures
Exponential increase of transition rates in metastable systems driven by non-Gaussian noise
Robust prediction of force chains in jammed solids using graph neural networks
Precision of tissue patterning is controlled by dynamical properties of gene regulatory networks
Multiple Types of Aging in Active Glasses
Regional September Sea Ice Forecasting with Complex Networks and Gaussian Processes
Phase diagram of restricted Boltzmann machines and generalized Hopfield networks with arbitrary priors
Memory functions reveal structural properties of gene regulatory networks
On the existence of thermodynamically stable rigid solids
Accurate interatomic force fields via machine learning with covariant kernels
Phase transitions in restricted Boltzmann machines with generic priors
Hyperuniformity and Phase Separation in Biased Ensembles of Trajectories for Diffusive Systems
Effective interactions and large deviations in stochastic processes
Signalling entropy: A novel network-theoretical framework for systems analysis and interpretation of functional omic data
Extensive Parallel Processing on Scale-Free Networks
Nonaffine displacements in crystalline solids in the harmonic limit
Unified study of glass and jamming rheology in soft particle systems
Thermodynamic interpretation of soft glassy rheology models
Singular features in noise-induced transport with dry friction