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Threat modelling

3 open-access journal articles on threat modelling, 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

Two Supply Chains, One Artifact: Why Format Safety, Signing and Backdoor Detection Do Not Compose Into an Integrity Claim About a Model

A model downloaded from a public hub is the target of two distinct defensive programmes that use the same vocabulary and secure different things. One treats the artifact as an executable: it scans serialized files for dangerous deserialization opcodes, migrates the ecosystem to code-free tensor…

Cite Related research LOR-00027 · 5 views · 5 downloads
PDF460.8 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

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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