LLM-Driven Large-Scale Spectrum Access
2026-04-16T07:23:51Z•f8540561a0107f173f40140f391dfea120729dd7d05f163b0a098c5260ad8d65
6GA1gentCSI-compressionGRPOGraphJSCRIEEE-802.11bnLEO-satellitesLLMOpen RANPII-anonymizationRAN-intent-driven-controlUAVs','AGIN','incentive-design','k-anonymity','edge-computing','agentic-controlauditabilitycompliance-by-designcoordinated-beamformingdifferential-privacyhierarchical-state-serializationmulti-agent-LLMpost-quantum-cryptographyprivacyquantum-saferegulationsemantic-transmissionspectrum-access
What happened
This collection of papers covers advances in wireless/telecom systems, LLM-driven control, privacy-preserving network tooling, and AI-enabled security detection. Key contributions include: LSA (LLM-driven large-scale spectrum access) and GRPO with hierarchical state serialization for agentic control of massive radio action spaces; an analysis arguing that quantum-safe 6G requires regulatory/compliance redesign (cryptographic agility, lifecycle governance); a hierarchical multi-agent LLM framework for cross-domain troubleshooting with semantic-preserving PII anonymization; GraphJSCR joint graph
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_ni
- Record identifier
- f8540561a0107f173f40140f391dfea120729dd7d05f163b0a098c5260ad8d65
- Enrichment time
- 2026-04-16T07:23:51Z
- AI-assisted enrichment
- Yes
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