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 “population-guided”

Population-Guided Parallel Policy Search for Reinforcement Learningcs.LG

Enhances RL performance with a population-guided parallel learning scheme.

problem Improving off-policy reinforcement learning performance.

method Population-guided parallel learning scheme with shared experience replay buffer and soft policy update.

result Monotone improvement of the expected cumulative return proved theoretically and demonstrated in practice.

reinforcement learning parallel policy search population-guided soft policy update monotone improvement

2020-01-09abs ↗pdf ↗

Population-Guided Large Margin Classifier for High-Dimension Low -Sample-Size Problemscs.LG

Various applications in different fields, such as gene expression analysis or computer vision, suffer from data sets with high-dimensional low-sample-size (HDLSS), which has posed significant challenges for standard statistical and modern machine learning methods. In this paper, we propose a novel linear binary classif…

2019-01-05abs ↗pdf ↗

DNA mixture deconvolution using an evolutionary algorithm with multiple populations, hill-climbing, and guided mutationstat.CO

An evolutionary algorithm separates mixed DNA profiles in forensic genetics.

problem Deconvolving mixed DNA profiles from crime samples.

method Multiple population evolutionary algorithm (MEA) with guided mutation.

result The MEA successfully deconvoluted DNA profiles from crime samples.

forensic genetics DNA mixture evolutionary algorithm deconvolution multiple populations

2020-12-01abs ↗pdf ↗