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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2 results for “NFV”

Using Reinforcement Learning to Allocate and Manage Service Function Chains in Cellular Networkscs.NI

Paper uses RL to optimize SFC deployment and VNF management in NFV networks.

problem Optimizing SFC deployment and VNF management in NFV networks to reduce packet loss.

method Reinforcement Learning (PPO) to optimize SFC deployment and VNF management.

result PPO agent reduces packet loss in SFC deployment and VNF management.

Reinforcement Learning Service Function Chains NFV Cellular Networks Packet Loss

2020-06-12abs ↗pdf ↗

Machine Learning for Performance-Aware Virtual Network Function Placementeess.SP

Paper uses machine learning to optimize VNF placement for reduced delay.

problem Optimizing VNF placement for reduced delay and cost.

method Developed a machine learning decision tree model to learn from VNF placement data.

result Model reduces delay between VNF instances and across SFC.

Machine Learning Virtual Network Function VNF Placement Network Function Virtualization Service Function Chain

2020-01-13abs ↗pdf ↗