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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3 results for “microservices”

Self Organizing Supply Chains for Micro-Prediction: Present and Future uses of the ROAR Protocolstat.AP

A multi-agent system is trialed as a means of crowd-sourcing inexpensive but high quality streams of predictions. Each agent is a microservice embodying statistical models and endowed with economic self-interest. The ability to fork and modify simple agents is granted to a large number of employees in a firm and empiri…

2019-07-17abs ↗pdf ↗

An Expert System for Redesigning Software for Cloud Applicationscs.LG

DEEPLY improves cloud service partitioning across multiple datasets and goals.

problem Finding a generally useful method to partition monolithic enterprise applications into cloud-based microservices.

method DEEPLY extends CO-GCN with a novel loss function and hyper-parameter optimization.

result DEEPLY outperforms prior work across multiple datasets and goals.

cloud computing microservices partitioning machine learning hyper-parameter optimization

2021-09-29abs ↗pdf ↗

Anomaly Detection at Scale: The Case for Deep Distributional Time Series Modelscs.LG

New method detects anomalies in time series data, especially useful for monitoring services.

problem Detecting anomalies in time series data, especially for monitoring services and cloud resources.

method Models time series of probability distributions over real values, scales to millions of time series.

result Outperforms state-of-the-art methods in detecting anomalies on various data sets.

anomaly detection time series probability distributions streaming cloud resources

2020-07-30abs ↗pdf ↗