AWhat changed
Constrained multi-stream residual mixing through Sinkhorn-normalized nonnegative matrices and integrated fused kernels, recomputation and communication overlap to make expanded residual connections more stable at scale.
Scientific scope
Constrained multi-stream residual mixing through Sinkhorn-normalized nonnegative matrices and integrated fused kernels, recomputation and communication overlap to make expanded residual connections more stable at scale. Hyper-Connections and Sinkhorn-Knopp are inherited. Doubly stochastic mixing is not an exact identity map or a proof of full nonlinear network stability. Twenty practical normalization iterations only approximate the limiting constraint; norm contraction does not guarantee avoidance of collapse.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Hyper-Connections and Sinkhorn-Knopp are inherited. Doubly stochastic mixing is not an exact identity map or a proof of full nonlinear network stability. Twenty practical normalization iterations only approximate the limiting constraint; norm contraction does not guarantee avoidance of collapse.
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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