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Qilin Fan

2 accepted papers

2026

Virne: A Comprehensive Benchmark for RL-based Network Resource Allocation in NFV

ICLR 2026poster

Resource allocation (RA) is critical to efficient service deployment in Network Function Virtualization (NFV), a transformative networking paradigm. This task is termed NFV-RA. Recently, deep Reinforcement Learning (RL)-based methods have been showing promising potential to address this combinatoria…

Cited by 0SourcecodeScholar
2024

FlagVNE: A Flexible and Generalizable Reinforcement Learning Framework for Network Resource Allocation

IJCAI 2024poster

Virtual network embedding (VNE) is an essential resource allocation task in network virtualization, aiming to map virtual network requests (VNRs) onto physical infrastructure. Reinforcement learning (RL) has recently emerged as a promising solution to this problem. However, existing RL-based VNE met…