BWhat changed
Fused transformed input/state streams by elementwise products with optional additive and bias terms, embedding the design into recurrent cells to alter gating and gradient flow.
Scientific scope
Fused transformed input/state streams by elementwise products with optional additive and bias terms, embedding the design into recurrent cells to alter gating and gradient flow. Inherits second-order/multiplicative RNNs and LSTM/GRU cells. Generalized variant adds small parameter vectors rather than literally zero parameters. Empirical gradient/optimization behavior does not prove vanishing gradients eliminated or universal superiority over additive cells.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits second-order/multiplicative RNNs and LSTM/GRU cells. Generalized variant adds small parameter vectors rather than literally zero parameters. Empirical gradient/optimization behavior does not prove vanishing gradients eliminated or universal superiority over additive cells.
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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