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.

168,742 papers · 148 categories

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2 results for “KPZ”

Modelling Universal Order Book Dynamics in Bitcoin Marketq-fin.TR

Paper models Bitcoin market dynamics using 1+1D field theory.

problem Understanding stylized facts in Bitcoin markets.

method Collects order-book datasets, applies KPZ-like stochastic equations.

result Predicts order book dynamics with high precision.

Bitcoin Order book Stochastic equations KPZ Field theory

2021-01-15abs ↗pdf ↗

Black and Gray Box Learning of Amplitude Equations: Application to Phase Field Systemsstat.ML

Data-driven approach learns effective equations for phase field interfaces.

problem Learning accurate equations for phase field interface dynamics.

method Data-driven identification of partial differential equations from phase field data.

result Data-driven equations outperform analytical approximations in certain regimes.

phase field systems amplitude equations partial differential equations front dynamics data-driven modeling

2022-07-08abs ↗pdf ↗