Evaluation shows agent-generated configurations are concordant with expert practice, that an explicit filtering ledger renders inspectable what filtering otherwise removes without trace, and that cross-stage anomaly detection surfaces conditions execution monitoring misses.
Eranga Bandara, Xue-Ping Liang, A. Gunaratna et al.· 0 citations
Goldwasser et al. showed that undetectable backdoors can be planted in machine learning models trained with the Random Fourier Features (RFF) algorithm, under a hardness assumption tied to the Continuous Learning With Errors (CLWE) problem. Under standard cryptographic assumptions, even a full white-box audit of a mode...
Michael Collins, J. Cumberland, Brianne Dunn et al.· 0 citations
A framework in which, at that gap, in place of the reactive re-prompt, a person performs behind-the-scenes observation: watching the neural process operate so the cascade does not complete and long-term depression weakens the path rather than potentiation strengthening it.
Eranga Bandara, Ross Gore, A. Gunaratna et al.· arXiv.org· 0 citations
It is shown that legitimate TLS primitives, including session cache entries, renegotiation logic, extension parsing, and certificate verification steps, compose into Turing-complete systems whose computation is coupled to authentication and trust decisions rather than physical actuation.
Michael Collins, J. Cumberland, Brianne Dunn et al.· 0 citations
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