BWhat changed
Stored precomputed context states and transition factors, composed them algebraically and averaged compositions over permutations or cyclic rotations to reduce online context-processing costs.
Scientific scope
Stored precomputed context states and transition factors, composed them algebraically and averaged compositions over permutations or cyclic rotations to reduce online context-processing costs. Concatenation identity is exact for the stated single-layer input-dependent linear dynamics, not general stacked nonlinear SSMs. Full-permutation formulas require commuting transitions; cyclic averaging is not full permutation invariance. Multilayer use is approximate; offline preprocessing/storage and retrieval costs remain. The strongest quality/speed comparisons are source-reported on selected datasets.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Concatenation identity is exact for the stated single-layer input-dependent linear dynamics, not general stacked nonlinear SSMs. Full-permutation formulas require commuting transitions; cyclic averaging is not full permutation invariance. Multilayer use is approximate; offline preprocessing/storage and retrieval costs remain. The strongest quality/speed comparisons are source-reported on selected datasets.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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