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Data poisoning

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

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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 · 6 downloads
PDF369.8 KB

Journal article

Poison Below the Base Rate: What the Near-Constant Poisoning Result Establishes About Detection, and Four Things It Does Not

A widely cited 2025 result reports that backdooring a language model through its training data takes a near-constant number of poisoned documents rather than a constant fraction of the corpus, and the field has read that as retiring the proportion-based threat model that most poison detectors are…

Cite Related research LOR-00036 · 6 views · 8 downloads
PDF441.6 KB

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