DQN-Driven Adaptive Neighbor Discovery for Directional Aerial Networks

2026-05-14T07:24:03Zd4a2ba5f2a185ca8c359887e86b8e6722137d53d97b92fca70978a2c8ef23ad4
AIOpsLLMMANETNetOpsadversarial-MLaerial-networksage-of-informationagentic-systemscaching-poisoningcontrol-plane-securitydirectional-antennadistributional-RLgraph-neural-networksnamed-data-networkingnetworkingprivacyreconfigurable-optical-networksreinforcement-learningrisk-aware-optimizationsemantic-communicationspace-data-centersspace-infrastructuretelemetry-securitytraffic-engineeringwireless

What happened

Collection of networking and ML-for-networking research (directional aerial neighbor discovery, MANET power allocation with GNNs, space data-center comms, LLM-driven NetOps/AIOps, optical reconfigurable fabrics, risk-aware traffic engineering, AoI scheduling, NDN caching, and an Internet architecture for AI). Across papers the recurring security/privacy risks are: expanded attack surface where ML/agents touch control planes and reconfiguration surfaces; privacy/exposure from probing and inference under limited observability; integrity and availability risks from manipulated telemetry, poisoned

Why it matters

A reviewed impact interpretation has not been published for this record.

Evidence and limitations

Source ID
arxiv_cs_ni
Record identifier
d4a2ba5f2a185ca8c359887e86b8e6722137d53d97b92fca70978a2c8ef23ad4
Enrichment time
2026-05-14T07:24:03Z
AI-assisted enrichment
Yes

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Record · DQN-Driven Adaptive Neighbor Discovery for Directional Aerial Networks · Baitaphish