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19912026
most citedGeometric deep learning: going beyond Euclidean data

3.7k citations

Showing cond-mat.softShow all

64 papers · 1 filter

cond-mat.soft2025★ 3 cited

Emergent universal long-range structure in random-organizing systems

Satyam Anand, Guanming Zhang, Stefano Martiniani

Self-organization through noisy interactions is ubiquitous across physics, mathematics, and machine learning, yet how long-range structure emerges from local noisy dynamics remains…

cond-mat.soft2025★ 6 cited

IEC-Independent Coupling Between Water Uptake and Ionic Conductivity in Anion-Conducting Polymer Films

Joan Montes de Oca, Ruilin Dong, Gervasio Zaldivar +5

Anion exchange membranes (AEMs) are promising candidates for replacing proton exchange membranes (PEMs) in electrochemical devices such as fuel cells, electrolyzers, batteries, and…

cond-mat.soft2025

Active Hydrodynamic Theory of Euchromatin and Heterochromatin

S. Alex Rautu, Alexandra Zidovska, David Saintillan +1

The genome contains genetic information essential for cell's life. The genome's spatial organization inside the cell nucleus is critical for its proper function including gene regu…

cond-mat.soft2024★ 10 cited

A geometric condition for robot-swarm cohesion and cluster-flock transition

Mathias Casiulis, Eden Arbel, Charlotte van Waes +4

We present a geometric design rule for size-controlled clustering of self-propelled particles. We show that active particles that tend to rotate under an external force have an int…

cond-mat.soft2024

Evolving motility of active droplets is captured by a self-repelling random walk model

Wenjun Chen, Adrien Izzet, Ruben Zakine +3

Swimming droplets are a class of active particles whose motility changes as a function of time due to shrinkage and self-avoidance of their trail. Here we combine experiments and t…

cond-mat.soft2023★ 14 cited

Transport and Energetics of Bacterial Rectification

Satyam Anand, Xiaolei Ma, Shuo Guo +2

Randomly moving active particles can be herded into directed motion by asymmetric geometric structures. Although such a rectification process has been extensively studied due to it…