Research
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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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0111 · Jul 201719922001200920182026
3 results for photosynthesis

Artificial neural networks reduce computational costs for predicting excitation energy transfer properties in light-harvesting systems.

problem Computational limitations in predicting excitation energy transfer properties in light-harvesting systems.
method Use of artificial neural networks to bypass the computational limitations of established techniques.
result Artificial neural networks predict transfer times and transfer efficiencies with similar or higher accuracy than frequently used approximate methods.

Model predicts phytoplankton subpopulations based on environmental factors.

problem Predicting phytoplankton dynamics under changing environmental conditions.
method Sparse mixture of multivariate regressions model.
result Identifies environmental covariates influencing phytoplankton subpopulations.

The study forecasts water quality from satellite data using machine learning.

problem Predicting future water quality from satellite data for coastal regions.
method Decomposed time series into components and used machine learning models (SARIMA, regression, neural network).
result Regression and neural network models are best at predicting Chl-a, SARIMA model best at FLH and SST.