On-device research index

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.

168,657 papers · 148 categories

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2 results for “LMFDB”

Machine Learning Approaches to the Shafarevich-Tate Group of Elliptic Curvesmath.NT

Machine learning predicts Shafarevich-Tate group orders of elliptic curves.

problem Predicting the order of the Shafarevich-Tate group of elliptic curves.

method Train feed-forward neural network and regression models on elliptic curve invariants.

result Models achieve high accuracy (

> 0.9

) and predict orders not seen during training.

Machine Learning Elliptic Curves Shafarevich-Tate Group Birch-Swinnerton-Dyer Conjecture LMFDB

2024-12-24abs ↗pdf ↗

Machine-Learning the Sato--Tate Conjecturemath.NT

Machine learning accurately distinguishes Sato-Tate groups for hyperelliptic curves.

problem Arithmetic of hyperelliptic curves and Sato-Tate conjecture.

method Bayesian classifier and machine learning techniques applied to L-functions of hyperelliptic curves.

result Machine learning can distinguish Sato-Tate groups with high accuracy and speed.

Sato-Tate conjecture hyperelliptic curves machine learning Bayesian classifier L-functions

2020-10-02abs ↗pdf ↗