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Original Research
Published 8 October 2026
The dashboard says “perfect:” a systematic audit of label-free model monitoring and test-time adaptation under temporal distribution shift in network intrusion detection
Wali Ahmed · Md Azizul Rahaman · Pappu Roy · Parves Alam
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1928858