output
20162026
most citedThe physics of higher-order interactions in complex systems

938 citations

Showing 2024Show all

33 papers · 1 filter

math.DS20249 cited

Kernel Methods for the Approximation of the Eigenfunctions of the Koopman Operator

Jonghyeon Lee, Boumediene Hamzi, Boya Hou +3

The Koopman operator provides a linear framework to study nonlinear dynamical systems. Its spectra offer valuable insights into system dynamics, but the operator can exhibit both d…

eess.SY20243 cited

Quantifying the benefit of load uncertainty reduction for the design of district energy systems under grid constraints using the Value of Information

Max Langtry, Ruchi Choudhary

Load uncertainty must be accounted for during design to ensure building energy systems can meet energy demands during operation. Reducing building load uncertainty allows for impro…

cs.SI20249 cited

Ideology and polarization set the agenda on social media

Edoardo Loru, Alessandro Galeazzi, Anita Bonetti +6

The abundance of information on social media has reshaped public discussions, shifting attention to the mechanisms that drive online discourse. This study analyzes large-scale Twit…

stat.ML2024

Learning via Surrogate PAC-Bayes

Antoine Picard-Weibel, Roman Moscoviz, Benjamin Guedj

PAC-Bayes learning is a comprehensive setting for (i) studying the generalisation ability of learning algorithms and (ii) deriving new learning algorithms by optimising a generalis…

cs.LG2024

AI for Explosive Ordnance Detection in Clearance Operations: The State of Research

Björn Kischelewski, Gregory Cathcart, David Wahl +1

The detection and clearance of explosive ordnance (EO) continues to be a predominantly manual and high-risk process that can benefit from advances in technology to improve its effi…

cs.LG2024322 cited

Causal machine learning for predicting treatment outcomes

Stefan Feuerriegel, Dennis Frauen, Valentyn Melnychuk +7

Causal machine learning (ML) offers flexible, data-driven methods for predicting treatment outcomes including efficacy and toxicity, thereby supporting the assessment and safety of…