Performance Comparison of IBN orchestration using LLM and SLMs
2026-03-10T07:23:54Z•21b214f9c395b5802926163c54c24704f829a6b624864acd10e08f74d77954d5
5GBGPDDoSGNNIIoTIoT botnetMerkle treeRFSoCRPKISDNSYN floodTSNUAV meshbotnet detectionedge AI orchestrationedge computingfederated learninggraph-constructionoptical circuit switchpost-quantumpqRPKIproof-of-workrouting securitytime-sensitive networkingvehicular edge caching
What happened
This collection of arXiv papers (10 Mar 2026) covers multiple networking and security-relevant advances. The most security-critical work is pqRPKI, a post-quantum migration architecture for RPKI that pairs Merkle-tree ladders with existing RPKI objects to dramatically reduce repository size and validation time while enabling dual-stack migration — directly addressing quantum-era threats to routing trust. Other notable security contributions include SDN-SYN PoW, an adaptive SDN-driven proof-of-work defense for large-scale TCP SYN floods, and a study on how graph-construction choices affect GNN‑
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_ni
- Record identifier
- 21b214f9c395b5802926163c54c24704f829a6b624864acd10e08f74d77954d5
- Enrichment time
- 2026-03-10T07:23:54Z
- AI-assisted enrichment
- Yes
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