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Anomaly detection

3 open-access journal articles on anomaly detection, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

3 records

Journal article

No Stable Self: What Self-Referential Anomaly Defence Can Certify for a Continually Learning System, Why Every Located Guarantee Holds the Benign Distribution Still, and Why Immunology's Own Answer Is a Damage Signal From Outside

Immune-inspired security proposes that a system can protect itself by learning what it normally is and treating departures from that as threats. Continual learning makes departure the normal case: the system is supposed to change, so a poisoning campaign and a legitimate shift in the data both…

Cite Related research LOR-00092 · 9 views · 7 downloads
PDF369.8 KB

Journal article

Detectors Say 'Different', Not 'What': Score, Deviation and Name Are Three Claims With Three Referees, Only the Name Needs a Referee Outside the Detector, and Published Results Show Novelty Detected Far More Reliably Than It Is Named

An anomaly or novelty detector reports that an input is unlike the data it was built from. Users want more: they want to know what the unusual thing is. Explainable anomaly detection is often presented as supplying that second answer, but three different claims travel under the one word…

Cite Related research LOR-00085 · 9 views · 15 downloads
PDF388 KB

Journal article

Intent Is Not a Property of the Record: Agent Memory Contamination, the Two Detector Families That Cover Disjoint Failures, and the Base Rate Nobody Has Measured

Persistent agent memory has acquired a security literature that models contamination as adversarial injection, and detectors are trained and evaluated on attacker-generated distributions. A separate empirical literature reports the same downstream damage with no attacker present, when an agent…

Cite Related research LOR-00044 · 8 views · 28 downloads
PDF461.3 KB

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