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.

168,695 papers · 148 categories

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4 results for “age-structured”
Modelling the average income dependence on work experienceq-fin.GN

The average and median income dependence on work experience and time is analyzed and modeled for the USA. The original data set providing the mean and median income estimates in 10 year long intervals spans a long time period of almost 35 years ? from 1967 to 2003. A microeconomic model linking personal income, populat…

2008-11-04abs ↗pdf ↗
Deep Bayesian Active Learning for Accelerating Stochastic Simulationcs.LG

INP accelerates stochastic simulations using deep Bayesian active learning.

problem Computational expense of stochastic simulations at fine-grained resolution.
method Interactive Neural Process (INP) framework combining spatiotemporal surrogate model and active learning acquisition function.
result STNP outperforms baselines in accelerating stochastic simulations and LIG achieves state-of-the-art for Bayesian active learning.
Bayesian active learningDeep surrogate modelsStochastic simulationsInteractive Neural ProcessLatent Information Gain
2021-06-05abs ↗pdf ↗
An age structured demographic theory of technological changephysics.soc-ph

At the heart of technology transitions lie complex processes of social and industrial dynamics. The quantitative study of sustainability transitions requires modelling work, which necessitates a theory of technology substitution. Many, if not most, contemporary modelling approaches for future technology pathways overlo…

2013-04-12abs ↗pdf ↗