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AI security

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

2 records

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

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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