3 papers
cs.LG2026
Explainable Runtime Dependency Tracking for AI-RAN Conflict Monitoring
Christie Djidjev, Nicholas Kaminski
Future AI-integrated Radio Access Networks (AI-RAN) will combine open programmability with learning-enabled xApps, rApps, and control functions that act on shared parameters and ke…
cs.LG2026
Event Detection for Parameter-to-KPI Dependency Learning for AI-RAN
Christie Djidjev, Nicholas Kaminski
Next-generation wireless networks are expected to rely on multiple concurrent AI-driven control functions that optimize different network objectives simultaneously, particularly in…
cs.LG2024
siForest: Detecting Network Anomalies with Set-Structured Isolation Forest
Christie Djidjev
As cyber threats continue to evolve in sophistication and scale, the ability to detect anomalous network behavior has become critical for maintaining robust cybersecurity defenses.…