output
20172026
most citedThe physics of higher-order interactions in complex systems

938 citations

Showing 2022Show all

12 papers · 1 filter

cond-mat.stat-mech20223 cited

Information Shift Dynamics Described by Tsallis Entropy on a Compact Phase Space

Jin Yan, Christian Beck

Recent mathematical investigations have shown that under very general conditions exponential mixing implies the Bernoulli property. As a concrete example of a statistical mechanics…

cs.LG2022

Augmenting Flight Training with AI to Efficiently Train Pilots

Michael Guevarra, Srijita Das, Christabel Wayllace +3

We propose an AI-based pilot trainer to help students learn how to fly aircraft. First, an AI agent uses behavioral cloning to learn flying maneuvers from qualified flight instruct…

astro-ph.CO202226 cited

Constraining the SN Ia Host Galaxy Dust Law Distribution and Mass Step: Hierarchical BayeSN Analysis of Optical and Near-Infrared Light Curves

Stephen Thorp, Kaisey S. Mandel

We use the BayeSN hierarchical probabilistic SED model to analyse the optical-NIR () light curves of 86 Type Ia supernovae (SNe Ia) from the Carnegie Supernova Project to…

physics.soc-ph202281 cited

Weighted simplicial complexes and their representation power of higher-order network data and topology

Federica Baccini, Filippo Geraci, Ginestra Bianconi

Hypergraphs and simplical complexes both capture the higher-order interactions of complex systems, ranging from higher-order collaboration networks to brain networks. One open prob…

cs.LG2022

Prototyping three key properties of specific curiosity in computational reinforcement learning

Nadia M. Ady, Roshan Shariff, Johannes Günther +1

Curiosity for machine agents has been a focus of intense research. The study of human and animal curiosity, particularly specific curiosity, has unearthed several properties that w…

astro-ph.GA20221 cited

Radio Galaxy Zoo: Using semi-supervised learning to leverage large unlabelled data-sets for radio galaxy classification under data-set shift

Inigo V. Slijepcevic, Anna M. M. Scaife, Mike Walmsley +4

In this work we examine the classification accuracy and robustness of a state-of-the-art semi-supervised learning (SSL) algorithm applied to the morphological classification of rad…