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Scientists in ICTP's Quantitative Life Sciences section publish their research in some of the world's most prestigious journals; for the latest publications, see below.

Preprint
2025
Learning to flock in open space by avoiding collisions and staying together
Martino Brambati | Antonio Celani | Marco Gherardi | Francesco Ginelli
Journal article
2025
Harvesting energy from turbulent winds with reinforcement learning (a)
Europhysics Letters (2025)
L. Basile | M. G. Berni | A. Celani
Preprint
2025
Information-directed sampling for bandits: a primer
Annika Hirling | Giorgio Nicoletti | Antonio Celani
Preprint
2025
From entropic constraints to reinforced processes: a probabilistic origin of multiscale measures
Francesco Camilli | Pierluigi Contucci | Emanuele Mingione
Preprint
2025
Statistical physics of deep learning: Optimal learning of a multi-layer perceptron near interpolation
Jean Barbier | Francesco Camilli | Minh-Toan Nguyen | Mauro Pastore | Rudy Skerk
Journal article
2025
First-passage-time asymmetry for biased run-and-tumble processes
Journal of Physics A: Mathematical and Theoretical (2025)
Yonathan Sarmiento | Benjamin Walter | Debraj Das | Samvit Mahapatra | Édgar Roldán | Rosemary J Harris
Journal article
2025
Fast nonlinear integration drives accurate encoding of input information in large multiscale systems
Communications Physics (2025)
Giorgio Nicoletti | Daniel Maria Busiello
Preprint
2025
Modeling Spatial Synchronization of Predator-Prey Oscillations via the XY Model under Demographic Stochasticity and Migration
Solmaz Golmohammadi | Mina Zarei | Jacopo Grilli
Journal article
2025
Central limit theorem for the overlaps in mean-field spin glasses on the Nishimori line
Francesco Camilli
Journal article
2025
Phase Diagram of Extensive-Rank Symmetric Matrix Denoising beyond Rotational Invariance
Francesco Camilli
Journal article
2025
Enhancing collaboration in uncertain environment: Multi-Agent Reinforcement Learning for underwater monitoring
Expert Systems with Applications (2025)
Alberto Luvisutto | Antonio Celani | Federico Renda | Cesare Stefanini | Giulia De Masi
Journal article
2025
Optimal trajectories for Bayesian olfactory search in turbulent flows: The low information limit and beyond
Physical Review Fluids (2025)
R. A. Heinonen | L. Biferale | A. Celani | M. Vergassola

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All publications
Preprint
2025
Learning to flock in open space by avoiding collisions and staying together
Martino Brambati | Antonio Celani | Marco Gherardi | Francesco Ginelli
Journal article
2025
Harvesting energy from turbulent winds with reinforcement learning (a)
Europhysics Letters (2025)
L. Basile | M. G. Berni | A. Celani
Preprint
2025
Information-directed sampling for bandits: a primer
Annika Hirling | Giorgio Nicoletti | Antonio Celani
Preprint
2025
From entropic constraints to reinforced processes: a probabilistic origin of multiscale measures
Francesco Camilli | Pierluigi Contucci | Emanuele Mingione
Preprint
2025
Statistical physics of deep learning: Optimal learning of a multi-layer perceptron near interpolation
Jean Barbier | Francesco Camilli | Minh-Toan Nguyen | Mauro Pastore | Rudy Skerk
Journal article
2025
First-passage-time asymmetry for biased run-and-tumble processes
Journal of Physics A: Mathematical and Theoretical (2025)
Yonathan Sarmiento | Benjamin Walter | Debraj Das | Samvit Mahapatra | Édgar Roldán | Rosemary J Harris
Journal article
2025
Fast nonlinear integration drives accurate encoding of input information in large multiscale systems
Communications Physics (2025)
Giorgio Nicoletti | Daniel Maria Busiello
Preprint
2025
Modeling Spatial Synchronization of Predator-Prey Oscillations via the XY Model under Demographic Stochasticity and Migration
Solmaz Golmohammadi | Mina Zarei | Jacopo Grilli
Journal article
2025
Central limit theorem for the overlaps in mean-field spin glasses on the Nishimori line
Francesco Camilli
Journal article
2025
Phase Diagram of Extensive-Rank Symmetric Matrix Denoising beyond Rotational Invariance
Francesco Camilli
Journal article
2025
Enhancing collaboration in uncertain environment: Multi-Agent Reinforcement Learning for underwater monitoring
Expert Systems with Applications (2025)
Alberto Luvisutto | Antonio Celani | Federico Renda | Cesare Stefanini | Giulia De Masi
Journal article
2025
Optimal trajectories for Bayesian olfactory search in turbulent flows: The low information limit and beyond
Physical Review Fluids (2025)
R. A. Heinonen | L. Biferale | A. Celani | M. Vergassola
Journal article
2025
Exploring Bayesian olfactory search in realistic turbulent flows
Physical Review Fluids (2025)
R. A. Heinonen | L. Biferale | A. Celani | M. Vergassola
Preprint
2025
Exploring the conditions for sustainability with open-ended innovation
Debora Princepe | Cristobal Quiñinao | Cristina Díaz Faloh | Pablo A. Marquet | Matteo Marsili
Preprint
2025
Plasticity-induced multistability on fast and slow timescales enables optimal information encoding and spontaneous sequence discrimination
Giacomo Barzon | Daniel M. Busiello | Giorgio Nicoletti
Journal article
2025
Optimal switching strategies in multidrug therapies for chronic diseases
Physical Review E (2025)
Juan Magalang | Javier Aguilar | Jose Perico Esguerra | Édgar Roldán | Daniel Sanchez-Taltavull
Preprint
2025
Stochastic processes with multiple temporal scales: timescale separation and information
Giorgio Nicoletti | Daniel M. Busiello
Journal article
2025
The effect of demographic stochasticity on predatory–prey oscillations
The European Physical Journal Plus (2025)
Solmaz Golmohammadi | Mina Zarei | Jacopo Grilli
Preprint
2025
Evolutionary learning of microbial populations in partially predictable environments
Roaa Mohmmed Yagb Omer | Onofrio Mazzarisi | Martina Dal Bello | Jacopo Grilli
Journal article
2025
Exactly solvable diffusions from space-time transformations
New Journal of Physics (2025)
Costantino Di Bello | Édgar Roldán | Ralf Metzler
Book
2025
Lectures on probability, information and large scale behaviour
Matteo Marsili
Journal article
2025
Finite-size scaling of survival statistics in metapopulation models
Physical Review E (2025)
Alice Doimo | Giorgio Nicoletti | Davide Bernardi | Prajwal Padmanabha
Preprint
2025
Learning to flock in open space by avoiding collisions and staying together
Martino Brambati | Antonio Celani | Marco Gherardi | Francesco Ginelli
Preprint
2025
The pursuit of happiness
Debora Princepe | Onofrio Mazzarisi | Erol Akcay | Simon A. Levin | Matteo Marsili
Preprint
2025
Statistical mechanics of extensive-width Bayesian neural networks near interpolation
Jean Barbier | Francesco Camilli | Minh-Toan Nguyen | Mauro Pastore | Rudy Skerk
Journal article
2025
Bayesian inference of minimally complex models with interactions of arbitrary order
Physical Review E (2025)
Clélia de Mulatier | Matteo Marsili
Preprint
2025
Information-theoretic reduction of deep neural networks to linear models in the overparametrized proportional regime
Francesco Camilli | Daria Tieplova | Eleonora Bergamin | Jean Barbier
Preprint
2025
The need for statistical physics in Africa: perspective and an illustration in drug delivery problems
Mtabazi G. Sahini | Isaac Onoka | Said A. H. Vuai | Édgar Roldán | Hulda S. Swai | Daniel M. Shadrack
Journal article
2025
Limit Theorems for the Non-Convex Multispecies Curie–Weiss Model
Mathematics (2025)
Francesco Camilli | Emanuele Mingione | Godwin Osabutey
Preprint
2025
Optimal generalisation and learning transition in extensive-width shallow neural networks near interpolation
Jean Barbier | Francesco Camilli | Minh-Toan Nguyen | Mauro Pastore | Rudy Skerk

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