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A compressor can keep the facts of a dialogue and still drop the turn that changed them. A user corrects a price, reverses a choice, or adds a constraint. We call this failure turning-point eviction. One overall retention score hides it, because that score mixes what the user first wanted with what the user wants now....
Long-sequence memory tracking places two opposing demands on a recurrent state: near-lossless retention of stored bindings over long horizons, and active overwriting of stale ones. In our diagnostic suite, the strongest efficient baselines tend to solve only one side well. Continuous-time-parameterized state-space mode...
The TRANSparent Framework for Interactive, Verifiable, Editable Representation (Transfiver) is introduced, an architecture for human-AI co-inference through a shared editable state that separates shared parameters from the persistent state, which evolves during deployment without parameter retraining.
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