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31 Dec 2025DeepSeekmHC: Manifold-Constrained Hyper-Connections Fixes the training instability of Hyper-Connections by projecting residual mixing matrices onto the doubly stochastic manifold with Sinkhorn-Knopp.31 Dec 2025DeepSeekmHC: Manifold-Constrained Hyper-Connections Constrains the multi-stream residual mixing of Hyper-Connections to a manifold, restoring identity mapping and training stability at scale.