Cover Image

Train Stochastic Non Linear Coupled ODEs to Classify and Generate

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Gagliani, Stefano, Pacifico, Feliciano Giuseppe, Chicchi, Lorenzo, Fanelli, Duccio, Febbe, Diego, Buffoni, Lorenzo, Marino, Raffaele
Format:	Preprint
Published:	2025
Subjects:	Disordered Systems and Neural Networks Statistical Mechanics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Exact Fixed-Point Constraints in Neural-ODEs with Provable Universality
by: Pacifico, Feliciano Giuseppe, et al.
Published: (2026)

Estimating Global Input Relevance and Enforcing Sparse Representations with a Scalable Spectral Neural Network Approach
by: Chicchi, Lorenzo, et al.
Published: (2024)

Learning in Wilson-Cowan model for metapopulation
by: Marino, Raffaele, et al.
Published: (2024)

Stable Attractors for Neural networks classification via Ordinary Differential Equations (SA-nODE)
by: Marino, Raffaele, et al.
Published: (2023)

Deterministic versus stochastic dynamical classifiers: opposing random adversarial attacks with noise
by: Chicchi, Lorenzo, et al.
Published: (2024)

Engineered Ordinary Differential Equations as Classification Algorithm (EODECA): thorough characterization and testing
by: Marino, Raffaele, et al.
Published: (2023)

Spectral Architecture Search for Neural Network Models
by: Peri, Gianluca, et al.
Published: (2025)

Stochastic quasi-cycles as a simple explanation for the time evolution of the Cape Rodney-Okakari Point Marine ecological reserve
by: Parra-Rojas, César, et al.
Published: (2024)

Stochastic Gradient Descent-like relaxation is equivalent to Metropolis dynamics in discrete optimization and inference problems
by: Angelini, Maria Chiara, et al.
Published: (2023)

Generalized Wilson-Cowan model with short term synaptic plasticity
by: Trabocchi, Tommaso, et al.
Published: (2025)

A short introduction to Neural Networks and their application to Earth and Materials Science Science
by: Fanelli, Duccio, et al.
Published: (2024)

Neighbor-induced damage percolation
by: Cirigliano, Lorenzo, et al.
Published: (2025)

Revisiting the Lee-Yang singularities in the four-dimensional Ising model: a tribute to the memory of Ralph Kenna
by: Ruiz-Lorenzo, J. J.
Published: (2024)

Equilibrium and out-of-equilibrium critical dynamics of the three-dimensional Heisenberg model with random cubic anisotropy
by: Astillero, A., et al.
Published: (2024)

General theory for extended-range percolation on simple and multiplex networks
by: Cirigliano, Lorenzo, et al.
Published: (2024)

Testing the Localization Landscape Theory on the Bethe Lattice
by: Tonetti, Lorenzo, et al.
Published: (2025)

Stochastic Thermodynamics for Autoregressive Generative Models: A Non-Markovian Perspective
by: Sagawa, Takahiro
Published: (2026)

Statistical Mechanics of the Sub-Optimal Transport
by: Piombo, Riccardo, et al.
Published: (2026)

Model of Simplicial Complexes with dimension-wise preferential attachment
by: Febbe, Diego, et al.
Published: (2026)

Emergence of the 3D diluted Ising model universality class in a mixture of two magnets
by: Ruiz-Lorenzo, J. J., et al.
Published: (2024)

Phase transitions in the mini-batch size for sparse and dense two-layer neural networks
by: Marino, Raffaele, et al.
Published: (2023)

Multiscaling in the 3D critical site-diluted Ising ferromagnet
by: Marinari, E., et al.
Published: (2023)

Exponents and front fluctuations in the quenched Kardar-Parisi-Zhang universality class of one- and two- dimensional interfaces
by: Tajuelo-Valbuena, Ángela, et al.
Published: (2025)

The Role of Pseudo-labels in Self-training Linear Classifiers on High-dimensional Gaussian Mixture Data
by: Takahashi, Takashi
Published: (2022)

Nonequilibrium steady-state dynamics of Markov processes on graphs
by: Crotti, Stefano, et al.
Published: (2024)

The Garden of Forking Paths: Observing Dynamic Parameters Distribution in Large Language Models
by: Nicolini, Carlo, et al.
Published: (2024)

Density and current statistics in boundary-driven monitored fermionic chains
by: Turkeshi, Xhek, et al.
Published: (2023)

Anomalous Critical Behavior of Driven Disordered Systems Beyond the Overdamped Limit
by: Petrillo, Giuseppe, et al.
Published: (2025)

Irreversibility in Non-reciprocal Chaotic Systems
by: Pham, Tuan, et al.
Published: (2024)

Problem hardness of diluted Ising models: Population Annealing versus Simulated Annealing
by: Martínez-García, Fernando, et al.
Published: (2025)

Phase Transitions in single species Ising Models with Non-Reciprocal couplings
by: Garcés, Adrià, et al.
Published: (2024)

Renormalization-Group Analysis of the Many-Body Localization Transition in the Random-Field XXZ Chain
by: Niedda, Jacopo, et al.
Published: (2024)

Localization and top eigenvalue detection
by: Tapias, Diego, et al.
Published: (2025)

Strongly clustered random graphs via triadic closure: An exactly solvable model
by: Cirigliano, Lorenzo, et al.
Published: (2023)

Dissecting the Interplay of Attention Paths in a Statistical Mechanics Theory of Transformers
by: Tiberi, Lorenzo, et al.
Published: (2024)

Smart Walkers in Discrete Space
by: Peri, Gianluca, et al.
Published: (2026)

Bringing together two paradigms of non-equilibrium: Fragile versus robust aging in driven glassy systems
by: Tapias, Diego, et al.
Published: (2024)

Symmetry-Protected Bipolar Skin Effect and its Topological Breakdown in Disordered Non-Hermitian Systems
by: Tozar, Ali
Published: (2025)

Robust Universality of Non-Hermitian Anderson Transitions: From Dyson Singularity to Model-Independent Scaling
by: Tozar, Ali
Published: (2025)

Non-reciprocal interactions and high-dimensional chaos: comparing dynamics and statistics of equilibria in a solvable class of models
by: Fournier, Samantha J., et al.
Published: (2025)