Research
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

Trend · papers per month

count% of corpus
0.3%0.5%0.8%0.1% · May 201819922001200920172026
3 results for “multi-server”
Corella: A Private Multi Server Learning Approach based on Correlated Queriesstat.ML

Corella protects client data privacy in multi-server learning with correlated queries.

problem Protecting client data privacy in multi-server machine learning.
method Proposes a private multi-server learning approach using correlated queries and strong noise.
result Mitigates client data leakage with high accuracy and minimal computational effort.
private multi-server learningcorrelated queriesstrong noiseclient data privacymachine learning
2020-03-26abs ↗pdf ↗
Queueing Matching Bandits with Preference Feedbackstat.ML

Algorithm stabilizes queues in asymmetric systems with unknown service rates.

problem Stabilizing queues in multi-class multi-server systems with unknown service rates.
method Proposes UCB and Thompson Sampling algorithms to stabilize queues while learning service rates.
result Achieves system stability with an average queue length bound of \(O(\min\{N,K\}/ε)\) for large time horizon \(T\).
queueing systemsmulti-serverasymmetricUCBThompson Sampling
2024-10-14abs ↗pdf ↗