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BI-TE: Achieving GNN-based bandwidth indistinguishable traffic engineering in multi-domain SDN

The privacy protection issue of multi-domain traffic engineering has always been a hot topic. Consider that domains from ...
AZ Animals US on MSN

How Ants Build Complex Traffic Systems Without Any Leaders

A few months ago, I awoke to find a streak spanning the length of my kitchen wall that looked like it had been drawn there ...
GitHub

BMSSP (Python) — Bounded Multi-Source Shortest Path

An efficient and faithful Python implementation of the Bounded Multi-Source Shortest Path (BMSSP) algorithm, along with baselines using pure-Python Dijkstra and SciPy-accelerated Dijkstra. This ...
IEEE

Reverse Engineering Segment Routing Policies and Link Costs With Inverse Reinforcement Learning and EM

Abstract: Network routing is a core functionality in computer networks that holds significant potential for integrating newly developed techniques with minimal software effort through the use of ...
IEEE

Priority-Aware Routing Optimization with Full-Path Delay Prediction Using Machine Learning

Abstract: Recent research has investigated the use of machine learning (ML) to predict timing characteristics at the pre-routing stage, effectively bridging the gap between early-stage estimations and ...