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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,181 papers · 148 categories

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2 results for Positional-Equivariance

Proposes GANs using Capsule Networks for faster image synthesis.

problem Faster image synthesis with fewer training samples and epochs.
method Capsule Networks for image synthesis using GAN architectures.
result Learn data manifold faster and synthesize visually accurate images.

The study finds at least two closed orbits for Reeb flows on certain contact manifolds.

problem Existence of at least two closed orbits for Reeb flows on contact manifolds.
method Analysis of equivariant symplectic homology and contact finite quotients.
result Existence of at least two geometrically distinct closed orbits under specified conditions.