Publications
Year 2023
Preprints
- A New Perspective on Thermally Fluctuating 2D Elastic Membranes: Introducing Odd Elastic Moduli and Non-Equilibrium Effects
- Fast and Functional Structured Data Generators Rooted in Out-of-Equilibrium Physics
- Quantifying memory in spin glasses
- Finite-size scaling of the random-field Ising model above the upper critical dimension
-
Second order phase transition in the six-dimensional Ising spin glass on a field
-
Deep convolutional and conditional neural networks for large-scale genomic data generation
Published
-
Unsupervised hierarchical clustering using the learning dynamics of restricted Boltzmann machines, Phys. Rev E, link to arXiv
- Explaining the effects of non-convergent sampling in the training of Energy-Based Models, ICML 2023
- Cosmology with cosmic web environments II. Redshift-space auto and cross power spectra, A&A
- Thermodynamics of bidirectional associative memories, J of Phys A: Math&Th., link to arXiv
Year 2022
Preprints
- Fundamental problems in statistical physics XIV: Lecture on Machine Learning
- Soft disorder modulates the assembly path of protein complexes
- Memory and rejuvenation in spin glasses: aging systems are ruled by more than one length scale
- Learning a Restricted Boltzmann Machine using biased Monte Carlo sampling
- Magnetic-field symmetry breaking in spin glasses
Book chapter "Spin Glass Theory & Far Beyond - Replica Symmetry Breaking after 40 Years" (World Scientific 2023):
- The mighty force: statistical inference and high-dimensional statistics
- Numerical Simulations and Replica Symmetry Breaking