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.

168,695 papers · 148 categories

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2 results for “geotechnics”

Pathway to a fully data-driven geotechnics: lessons from materials informaticscs.LG

Geotechnics adopts data-driven methods from materials informatics.

problem Soil complexity and lack of comprehensive data.

method Leveraging deep learning and transfer learning for feature extraction.

result Revolutionary potential of advanced computational tools in geotechnics.

geotechnics materials informatics soil complexity data-driven deep learning

2023-12-01abs ↗pdf ↗

Use of Machine Learning for unraveling hidden correlations between Particle Size Distributions and the Mechanical Behavior of Granular Materialscond-mat.dis-nn

Machine learning uncovers hidden correlations in granular material behavior.

problem Predicting mechanical behavior of granular materials from particle size distributions.

method Used Discrete Element Method to generate packings, trained artificial Neural Network.

result Artificial Neural Network revealed hidden correlations between particle size distributions and mechanical behavior.

Machine Learning Granular Materials Particle Size Distributions Mechanical Behavior Neural Networks

2020-06-10abs ↗pdf ↗