On the Benefits of Traffic "Reprofiling" -- The Multiple Hops Case -- Part II
2026-04-29T07:23:56Z•7cbeeada1fcc46cee7308c2f77091f94d884d95306d9657c63150afba308dbe3
5g5g backscatterarchitectural constraintsbackhaulcongestion-aware routingdata leakagednn partitioningeCPRIedge computingfpgakeplerllm misconfigurationlow-power iotmodel splittingnetwork-slicingo-ruopenranprivacysatellite scheduling (EOS-Bench)service function chainingslice isolationsplit inferencesplit learningsynchronizationsynchronization spoofing
What happened
This collection of recent networking and systems papers contains several items with direct security and privacy relevance. Key highlights: (1) “Slice Agent” proposes an FPGA-implemented agent in Open-RUs that identifies uplink slices and emits slice-specific eCPRI packets to enable isolation and prioritization — offering stronger slice isolation but adding a new in-band hardware/software attack surface and potential supply-chain/firmware risks. (2) Work on multi-hop split learning/inference and DNN partitioning (model splitting, placement, chaining) tightens coupling between routing and model/
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_ni
- Record identifier
- 7cbeeada1fcc46cee7308c2f77091f94d884d95306d9657c63150afba308dbe3
- Enrichment time
- 2026-04-29T07:23:56Z
- AI-assisted enrichment
- Yes
This record may overlap with other records. Its enrichment can be incomplete or wrong, and machine assistance was used. Validate consequential decisions against the linked source and your own environment.