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.

169,291 papers · 148 categories

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2 results for “overbooking”

Predicting Surgery Duration with Neural Heteroscedastic Regressionstat.ML

Neural regression predicts surgery durations with reduced overbooking.

problem Uncertainty in surgery durations and scheduling inefficiencies.

method Neural heteroscedastic regression models to estimate surgery durations and uncertainty.

result Improved scheduling strategies with 20% reduction in overbooking.

surgery scheduling neural regression heteroscedasticity uncertainty overbooking

2017-02-17abs ↗pdf ↗

Sequence-to-sequence models for workload interferencecs.LG

Sequence-to-sequence models predict resource usage for co-scheduled jobs in data centers.

problem Challenges in co-scheduling jobs due to resource interference and inefficiencies.

method Sequence-to-sequence models based on recurrent neural networks for workload interference prediction.

result Models accurately forecast resource usage trends from job profiles, improving scheduling decisions.

sequence-to-sequence workload interference resource prediction data centers machine learning

2020-06-25abs ↗pdf ↗