output
20112026
most citedDifferentiable modeling to unify machine learning and physical models and advance Geosciences

466 citations

54 papers

astro-ph.SR2026

36Cl Concentrations from Polar Ice Cores Set New Constraints on the Carrington Event

F. Mekhaldi, C. I. Paleari, A. M. Smith +12

The Carrington event of 1859 CE is considered as one of the largest geomagnetic storms of the observational era, and often used as a benchmark for a worst-case scenario. Yet, there…

physics.geo-ph2025★ 6 cited

WAFER: A new method to retrieve sun-induced fluorescence based on spectral wavelet decompositions

Veronika Oehl, Alexander Damm

Sun-induced fluorescence (SIF) as a close remote sensing based proxy for photosynthesis is accepted as a useful measure to remotely monitor vegetation health and gross primary prod…

physics.flu-dyn2024★ 2 cited

Drag reduction utilizing a wall-attached ferrofluid film in turbulent channel flow

Marius M. Neamtu-Halic, Markus Holzner, Laura M. Stancanelli

This study explores the application of a wall-attached ferrofluid film to decrease skin friction drag in turbulent channel flow. We conduct experiments using water as a working flu…

cond-mat.dis-nn2023★ 4 cited

Quantifying memory in spin glasses

Janus Collaboration, I. Paga, J. He +24

Rejuvenation and memory, long considered the distinguishing features of spin glasses, have recently been proven to result from the growth of multiple length scales. This insight, e…

cond-mat.dis-nn2023★ 5 cited

Multifractality in spin glasses

Janus Collaboration, M. Baity-Jesi, E. Calore +21

We unveil the multifractal behavior of Ising spin glasses in their low-temperature phase. Using the Janus II custom-built supercomputer, the spin-glass correlation function is stud…

astro-ph.SR2023★ 6 cited

No evidence for absence of solar dynamo synchronization

F. Stefani, J. Beer, T. Weier

Context: The old question of whether the solar dynamo is synchronized by the tidal forces of the orbiting planets has recently received renewed interest, both from the viewpoint of…

math.OC2023★ 120 cited

Operational Research: Methods and Applications

Fotios Petropoulos, Gilbert Laporte, Emel Aktas +79

Throughout its history, Operational Research has evolved to include a variety of methods, models and algorithms that have been applied to a diverse and wide range of contexts. This…

cond-mat.dis-nn2023★ 11 cited

An Introduction to the Theory of Spin Glasses

Ada Altieri, Marco Baity-Jesi

We review the main methods used to study spin glasses. In the first part, we focus on methods for fully connected models and systems defined on a tree, such as the replica method,…

cs.LG2023★ 466 cited

Differentiable modeling to unify machine learning and physical models and advance Geosciences

Chaopeng Shen, Alison P. Appling, Pierre Gentine +27

Process-Based Modeling (PBM) and Machine Learning (ML) are often perceived as distinct paradigms in the geosciences. Here we present differentiable geoscientific modeling as a powe…

cond-mat.dis-nn2022★ 32 cited

Memory and rejuvenation in spin glasses: aging systems are ruled by more than one length scale

Janus Collaboration, M. Baity-Jesi, E. Calore +22

Memory and rejuvenation effects in the magnetic response of off-equilibrium spin glasses have been widely regarded as the doorway into the experimental exploration of ultrametricit…

physics.flu-dyn2022★ 19 cited

Universal alignment in turbulent pair dispersion

Ron Shnapp, Stefano Brizzolara, Marius M. Neamtu-Halic +2

Countless processes in nature and industry, from rain droplet nucleation to plankton interaction in the ocean, are intimately related to turbulent fluctuations of local concentrati…

cs.SI2022

Modeling Node Exposure for Community Detection in Networks

Sameh Othman, Johannes Schulz, Marco Baity-Jesi +1

In community detection, datasets often suffer a sampling bias for which nodes which would normally have a high affinity appear to have zero affinity. This happens for example when…

cond-mat.dis-nn2022★ 6 cited

On the superposition principle and non-linear response in spin glasses

I. Paga, Q. Zhai, M. Baity-Jesi +25

The extended principle of superposition has been a touchstone of spin glass dynamics for almost thirty years. The Uppsala group has demonstrated its validity for the metallic spin…

cs.CV2022★ 40 cited

Ensembles of Vision Transformers as a New Paradigm for Automated Classification in Ecology

S. Kyathanahally, T. Hardeman, M. Reyes +5

Monitoring biodiversity is paramount to manage and protect natural resources. Collecting images of organisms over large temporal or spatial scales is a promising practice to monito…

cond-mat.dis-nn2022★ 5 cited

Competition between Barrier- and Entropy-Driven Activation in Glasses

Matthew R. Carbone, Marco Baity-Jesi

In simplified models of glasses we clarify the existence of two different kinds of activated dynamics, which coexist, with one of the two dominating over the other. One is the ener…

q-bio.QM2021★ 51 cited

Predicting Chemical Hazard across Taxa through Machine Learning

Jimeng Wu, Simone D'Ambrosi, Lorenz Ammann +3

We applied machine learning methods to predict chemical hazards focusing on fish acute toxicity across taxa. We analyzed the relevance of taxonomy and experimental setup, showing t…

cs.CV2021★ 2 cited

Deep Learning Classification of Lake Zooplankton

S. P. Kyathanahally, T. Hardeman, E. Merz +5

Plankton are effective indicators of environmental change and ecosystem health in freshwater habitats, but collection of plankton data using manual microscopic methods is extremely…

math.CT2021★ 4 cited

Limits and Colimits in a Category of Lenses

Emma Chollet, Bryce Clarke, Michael Johnson +3

Lenses are an important tool in applied category theory. While individual lenses have been widely used in applications, many of the mathematical properties of the corresponding cat…

q-bio.PE2021★ 49 cited

Underwater dual-magnification imaging for automated lake plankton monitoring

E. Merz, T. Kozakiewicz, M. Reyes +10

We present an approach for automated in-situ monitoring of phytoplankton and zooplankton communities based on a dual magnification dark-field imaging microscope/camera. We describe…

physics.flu-dyn2021★ 5 cited

Sharp transition to strongly anomalous transport in unsaturated porous media

Andrés Velásquez-Parra, Tomás Aquino, Matthias Willmann +3

The simultaneous presence of liquid and gas in porous media increases flow heterogeneity compared to saturated flows. However, so far the impact of saturation on flow statistics an…

cond-mat.soft2021★ 13 cited

Revisiting the Concept of Activation in Supercooled Liquids

Marco Baity-Jesi, Giulio Biroli, David R. Reichman

In this work we revisit the description of dynamics based on the concepts of metabasins and activation in mildly supercooled liquids via the analysis of the dynamics of a paradigma…

physics.flu-dyn2021★ 54 cited

BASEMENT v3: a modular freeware for river process modelling over multiple computational backends

Davide Vanzo, Samuel Peter, Lukas Vonwiller +5

Modelling river physical processes is of critical importance for flood protection, river management and restoration of riverine environments. Developments in algorithms and computa…

physics.flu-dyn2021★ 15 cited

Phases saturation control on mixing driven reactions in 3D porous media

Ishaan Markale, Gabriele M. Cimmarusti, Melanie M. Britton +1

Transported chemical reactions in unsaturated porous media are relevant across a range of environmental and industrial applications. Continuum scale dispersive models are often bas…

physics.flu-dyn2021★ 11 cited

Transition from shear-dominated to Rayleigh-Taylor turbulence

Stefano Brizzolara, Jean-Paul Mollicone, Maarten van Reeuwijk +2

Turbulent mixing layers in nature are often characterized by the presence of a mean shear and an unstable buoyancy gradient between two streams of different velocity. Depending on…