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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3 results for “Shockwave”

Traffic Data Imputation using Deep Convolutional Neural Networksphysics.soc-ph

Deep neural network reconstructs traffic speeds from sparse vehicle data.

problem Reconstructing traffic speeds from limited probe vehicle data.

method Convolutional neural network architecture for spatio-temporal learning.

result The method can reconstruct traffic speeds with low probe vehicle penetration.

traffic speed estimation sparse data convolutional neural networks shockwave patterns traffic dynamics

2020-01-21abs ↗pdf ↗

Physics-constrained Gaussian Processes for Predicting Shockwave Hugoniot Curvescs.CE

Physics-constrained GP predicts material states under shockwave conditions.

problem Predicting material states under extreme shockwave conditions.

method Physics-constrained Gaussian Process regression with Rankine-Hugoniot constraints.

result Reproduces Hugoniot curves with satisfactory accuracy and uncertainty quantification.

Gaussian Processes Shockwave Material Science Hugoniot Equation of State

2026-01-10abs ↗pdf ↗

FiniteNet: A Fully Convolutional LSTM Network Architecture for Time-Dependent Partial Differential Equationscs.LG

FiniteNet uses a neural network to improve PDE solving methods.

problem Improving accuracy in solving time-dependent PDEs.

method Fully convolutional LSTM network trained on simulation data.

result Reduces error by a factor of 2 to 3 compared to baseline methods.

machine learning partial differential equations LSTM convolutional neural networks numerical methods

2020-02-07abs ↗pdf ↗