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Finite results support explicit acceptance and rescue rules for the evaluated memory edits for the evaluated memory edits, but do not extend the current-state removal guarantee to arbitrary future admissions.
Excluding an exchange's own rows therefore provides a way to edit and audit conversation memory, while leaving a measurable difference from rebuilding it without that exchange, as well as evaluating separately for each record.
These results provide a practical audit of both the requested memory change and the assistant's remaining behavior, with replay work determined by the surviving suffix.
Auditable memory requires a precise contract: which output is preserved, relative to which reference solve, and across which updates. We introduce Support Vector Attention (SV-Attention), a one-class support vector data description (SVDD) gate whose coefficients enter the readout. Zero-coefficient keys are reserve; pos...
Support Vector Attention is introduced, a max-margin memory whose weights are support coefficients of a one-class SVM with fixed box parameter C that certifying output-preserving eviction and demonstrating surgical forgetting, exact editing, patient-record deletion, and a forgettable retrieval memory over real sentence...
The paper's two contributions are a negative result for native KDA's tested receipt classes and a positive training-free construction for addressable pretrained memory for addressable pretrained memory.
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