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detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Chengqi Deng", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Jiashi Li", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Damai Dai", "note": "Archive attribution; 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detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Shangyan Zhou", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Zhean Xu", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Zhengyan Zhang", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Wangding Zeng", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Shengding Hu", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Yuqing Wang", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Jingyang Yuan", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Lean Wang", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Wenfeng Liang", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } } ], "evidence": [ { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-0", "kind": "source_reference", "source": { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } } ], "origin": "HUMAN_LEGACY", "record_profile": "wrs-local-research-notes-0.1", "record_type": "research_note", "rrp_version": "0.1", "scope": { "description": "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.", "domain": "Neural-network residual architecture" }, "sources": [ { "citation": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1" } ], "statement": "# Xie et al.: doubly-stochastic constrained hyper-connections\n\nConstrained 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.\n\n## Scientific scope\n\nHyper-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.\n\n## Reading status\n\nThis 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.\n\n## People and systems\n\nZhenda 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\n\nSource-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.\n\n\n\n## Original sources\n\n- [mHC: Manifold-Constrained Hyper-Connections](https://arxiv.org/abs/2512.24880v1)\n", "summary": "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.", "title": "Xie et al.: doubly-stochastic constrained hyper-connections" }, "record_id": "urn:uuid:9782f6d8-7425-4bf9-a691-6d83898077b7", "version": 1, "source_ref": { "record_id": "urn:uuid:9782f6d8-7425-4bf9-a691-6d83898077b7", "version": 1, "content_hash": "sha256:cad308f8b485e7d5ecd914882701085245204c52264b0db3a1f2a137aad24d63" }, "export_view": "wrs-public-editorial-view-1", "public_view_hash": "sha256:5a039cfc8637a6702adc9e5d93e68154e4830e5d2c598944bf2662c3901d79c6" }, "target": { "record_id": "urn:uuid:9782f6d8-7425-4bf9-a691-6d83898077b7", "version": 1, "content_hash": "sha256:cad308f8b485e7d5ecd914882701085245204c52264b0db3a1f2a137aad24d63" }, "published_grade": { "profile": "wrs-published-grade-1", "edition": "2026-10-28.1", "id": "xie-et-al-manifold-hyperconnections-2025", "entry_id": "xie-et-al-manifold-hyperconnections-2025", "revision": 1, "title": "Xie et al.: doubly-stochastic constrained hyper-connections", "context": "Neural-network residual architecture", "track": "Human-designed research method or resource", "band": "A", "modifier": "-", "status": "PROVISIONAL_EDITORIAL", "assessed_on": "2026-10-16", "evidence_cutoff": "2026-10-16", "achievement_state": "SUPPORTED_SCOPED_RESULT", "what_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.", "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_summary": "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.", "references": [ { "title": "mHC: Manifold-Constrained Hyper-Connections", "url": "https://arxiv.org/abs/2512.24880v1", "locator": "Original contribution and stated assumptions, evaluation scope and limitations; source-linked assessment, not independent execution or proof certification." } ], "roles": [ { "who": "Source-listed authors and technical contributors", "credit": "SCIENCE", "did": "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." } ], "target": { "record_id": "urn:uuid:9782f6d8-7425-4bf9-a691-6d83898077b7", "version": 1, "content_hash": "sha256:cad308f8b485e7d5ecd914882701085245204c52264b0db3a1f2a137aad24d63" }, "scientific_correctness_certified": false, "independent_expert_calibration": false, "method": "PROPRIETARY", "points": "95000" }, "canonical_agent_submission": false, "scientific_verification_awarded": false, "reader_guide": null, "reading_status": "SOURCE_LINKED_NOTE" }