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19912026
most citedGeometric deep learning: going beyond Euclidean data

3.7k citations

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62 papers · 1 filter

physics.flu-dyn2024

2D Internal Gravity Wave Turbulence

Vincent Labarre, Michal Shavit

Using weak wave turbulence theory analysis, we distinguish three main regimes for 2D stratified fluids in the dimensionless parameter space defined by the Froude number and the Rey…

hep-th2024★ 1 cited

The M-algebra completes the hierarchy of Super-Exceptional Tangent Spaces

Grigorios Giotopoulos, Hisham Sati, Urs Schreiber

The conjectured symmetries of M-theory famously involve (1.) brane-extended super-symmetry (the M-algebra) and (2.) exceptional duality-symmetry (the -algebra);…

math.AG2024★ 1 cited

On the rationality of some real threefolds

Olivier Benoist, Alena Pirutka

We study the rationality of some geometrically rational three-dimensional conic and quadric surface bundles, defined over the reals and more general real closed fields, for which t…

physics.ao-ph2024★ 17 cited

Samudra: An AI Global Ocean Emulator for Climate

Surya Dheeshjith, Adam Subel, Alistair Adcroft +4

AI emulators for forecasting have emerged as powerful tools that can outperform conventional numerical predictions. The next frontier is to build emulators for long climate simulat…

physics.comp-ph2024★ 2 cited

A Graph Neural Network Simulation of Dispersed Systems

Aref Hashemi, Aliakbar Izadkhah

We present a Graph Neural Network (GNN) that accurately simulates a multidisperse suspension of interacting spherical particles. Our machine learning framework is built upon the re…

hep-th2024★ 4 cited

Anyons on M5-Probes of Seifert 3-Orbifolds via Flux Quantization

Hisham Sati, Urs Schreiber

We observe that there is a rigorous derivation of (abelian) anyonic quantum states, hence of "topological order", on the 1+2-dimensional fixed locus of M5-probes wrapped over a tri…