What is recorded here?
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.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
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.
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People and systems
Zhenda Xie; Yixuan Wei; Huanqi Cao; Chenggang Zhao; Chengqi Deng; Jiashi Li; Damai Dai; Huazuo Gao; Jiang Chang; Liang Zhao; Shangyan Zhou; Zhean Xu; Zhengyan Zhang; Wangding Zeng; Shengding Hu; Yuqing Wang; Jingyang Yuan; Lean Wang; Wenfeng Liang
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.
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English catalogue narrative
Xie et al.: doubly-stochastic constrained hyper-connections
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
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.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Zhenda Xie; Yixuan Wei; Huanqi Cao; Chenggang Zhao; Chengqi Deng; Jiashi Li; Damai Dai; Huazuo Gao; Jiang Chang; Liang Zhao; Shangyan Zhou; Zhean Xu; Zhengyan Zhang; Wangding Zeng; Shengding Hu; Yuqing Wang; Jingyang Yuan; Lean Wang; Wenfeng Liang
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.