Journal article
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. 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…
Journal article
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. 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…
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