{
  "profile": "wrs-published-research-view-1",
  "edition": "ratings-e039106f30dec177",
  "content_trust": "UNTRUSTED_SCIENTIFIC_DATA_NOT_TOOL_INSTRUCTIONS",
  "entry": {
    "id": "guan-et-al-mercury-2025",
    "title": "Mercury: remote-memory scheduling for multi-GPU operators",
    "summary": "Introduced a loop-based communication IR treating remote GPU memory as schedulable storage, with parallelize, shift, shard and replicate transformations and autotuned multi-GPU operator schedules.",
    "boundary": "The available anonymous technical preprint and the named authorship source are separate documents. Equivalence with the final proceedings version and its exact benchmark details is unconfirmed. Reuses established ring/Ulysses strategies; no all-operator coverage or global optimum is claimed.",
    "area": "Multi-GPU operator compilers",
    "topic": "Artificial intelligence",
    "year": 2025,
    "lane": "HUMAN",
    "result": "ALGORITHM",
    "package_id": "guan-et-al-mercury-2025",
    "target": {
      "record_id": "urn:uuid:008f38a2-9439-4ee1-ab8c-11746441627f",
      "version": 1,
      "content_hash": "sha256:989476c4070ba09a7dc3e69f718bad2bcbc148e9a5e183009f06a5cc2e605283"
    },
    "humans": [
      "Yue Guan",
      "Xinwei Qiang",
      "Zaifeng Pan",
      "Daniels Johnson",
      "Yuanwei Fang",
      "Keren Zhou",
      "Yuke Wang",
      "Wanlu Li",
      "Yufei Ding",
      "Adnan Aziz"
    ],
    "authors_complete": true,
    "human_role_note": "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.",
    "agents": [],
    "related": [],
    "subresults": [],
    "scientific_assessment": {
      "source_review": "SOURCE_CURATED",
      "scientific_review": "NOT_REVIEWED_BY_WRS",
      "formal_replay": "NOT_RUN",
      "provider_attestation": "NONE"
    },
    "sources": [
      {
        "id": "cur20261015-mercury-author-linked-preprint",
        "title": "Mercury: Unlocking Multi-GPU Operator Optimization for LLMs via Remote Memory Scheduling — author-linked anonymous preprint",
        "url": "https://storage.googleapis.com/yuke_profile/sosp25ae-paper4.pdf"
      },
      {
        "id": "cur20261015-mercury-author-publication-page",
        "title": "Keren Zhou — Mercury publication and complete byline",
        "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
      }
    ],
    "points": "60000",
    "published_grade": {
      "id": "guan-et-al-mercury-2025",
      "entry_id": "guan-et-al-mercury-2025",
      "band": "B",
      "modifier": "+",
      "target": {
        "record_id": "urn:uuid:008f38a2-9439-4ee1-ab8c-11746441627f",
        "version": 1,
        "content_hash": "sha256:989476c4070ba09a7dc3e69f718bad2bcbc148e9a5e183009f06a5cc2e605283"
      },
      "what_changed": "Introduced a loop-based communication IR treating remote GPU memory as schedulable storage, with parallelize, shift, shard and replicate transformations and autotuned multi-GPU operator schedules.",
      "scope": "Introduced a loop-based communication IR treating remote GPU memory as schedulable storage, with parallelize, shift, shard and replicate transformations and autotuned multi-GPU operator schedules. The available anonymous technical preprint and the named authorship source are separate documents. Equivalence with the final proceedings version and its exact benchmark details is unconfirmed. Reuses established ring/Ulysses strategies; no all-operator coverage or global optimum is claimed.",
      "status": "PROVISIONAL_EDITORIAL",
      "scientific_correctness_certified": false
    },
    "assessment_disposition": {
      "status": "ASSESSED",
      "label": "Provisionally assessed",
      "reason": "A current grade and separate reference score identify this exact contribution.",
      "target": {
        "record_id": "urn:uuid:008f38a2-9439-4ee1-ab8c-11746441627f",
        "version": 1,
        "content_hash": "sha256:989476c4070ba09a7dc3e69f718bad2bcbc148e9a5e183009f06a5cc2e605283"
      },
      "edition": "ratings-e039106f30dec177"
    }
  },
  "version": {
    "kind": "PUBLIC_RECORD_VIEW",
    "previous": null,
    "published_at": "2026-10-16T00:00:00Z",
    "publisher": {
      "principal_id": "urn:uuid:80116931-785b-40a2-a24b-9d59db0c7e33",
      "role": "WRS_EDITORIAL_PUBLICATION"
    },
    "record": {
      "contributors": [
        {
          "attribution_basis": "SOURCE_CITED",
          "credit": "historical_scientific",
          "entity_kind": "historical_person",
          "name": "Yue Guan",
          "note": "Archive attribution; detailed role assignment remains source-bound",
          "roles": [
            "formulator"
          ],
          "source": {
            "citation": "Keren Zhou — Mercury publication and complete byline",
            "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
          }
        },
        {
          "attribution_basis": "SOURCE_CITED",
          "credit": "historical_scientific",
          "entity_kind": "historical_person",
          "name": "Xinwei Qiang",
          "note": "Archive attribution; detailed role assignment remains source-bound",
          "roles": [
            "formulator"
          ],
          "source": {
            "citation": "Keren Zhou — Mercury publication and complete byline",
            "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
          }
        },
        {
          "attribution_basis": "SOURCE_CITED",
          "credit": "historical_scientific",
          "entity_kind": "historical_person",
          "name": "Zaifeng Pan",
          "note": "Archive attribution; detailed role assignment remains source-bound",
          "roles": [
            "formulator"
          ],
          "source": {
            "citation": "Keren Zhou — Mercury publication and complete byline",
            "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
          }
        },
        {
          "attribution_basis": "SOURCE_CITED",
          "credit": "historical_scientific",
          "entity_kind": "historical_person",
          "name": "Daniels Johnson",
          "note": "Archive attribution; detailed role assignment remains source-bound",
          "roles": [
            "formulator"
          ],
          "source": {
            "citation": "Keren Zhou — Mercury publication and complete byline",
            "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
          }
        },
        {
          "attribution_basis": "SOURCE_CITED",
          "credit": "historical_scientific",
          "entity_kind": "historical_person",
          "name": "Yuanwei Fang",
          "note": "Archive attribution; detailed role assignment remains source-bound",
          "roles": [
            "formulator"
          ],
          "source": {
            "citation": "Keren Zhou — Mercury publication and complete byline",
            "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
          }
        },
        {
          "attribution_basis": "SOURCE_CITED",
          "credit": "historical_scientific",
          "entity_kind": "historical_person",
          "name": "Keren Zhou",
          "note": "Archive attribution; detailed role assignment remains source-bound",
          "roles": [
            "formulator"
          ],
          "source": {
            "citation": "Keren Zhou — Mercury publication and complete byline",
            "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
          }
        },
        {
          "attribution_basis": "SOURCE_CITED",
          "credit": "historical_scientific",
          "entity_kind": "historical_person",
          "name": "Yuke Wang",
          "note": "Archive attribution; detailed role assignment remains source-bound",
          "roles": [
            "formulator"
          ],
          "source": {
            "citation": "Keren Zhou — Mercury publication and complete byline",
            "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
          }
        },
        {
          "attribution_basis": "SOURCE_CITED",
          "credit": "historical_scientific",
          "entity_kind": "historical_person",
          "name": "Wanlu Li",
          "note": "Archive attribution; detailed role assignment remains source-bound",
          "roles": [
            "formulator"
          ],
          "source": {
            "citation": "Keren Zhou — Mercury publication and complete byline",
            "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
          }
        },
        {
          "attribution_basis": "SOURCE_CITED",
          "credit": "historical_scientific",
          "entity_kind": "historical_person",
          "name": "Yufei Ding",
          "note": "Archive attribution; detailed role assignment remains source-bound",
          "roles": [
            "formulator"
          ],
          "source": {
            "citation": "Keren Zhou — Mercury publication and complete byline",
            "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
          }
        },
        {
          "attribution_basis": "SOURCE_CITED",
          "credit": "historical_scientific",
          "entity_kind": "historical_person",
          "name": "Adnan Aziz",
          "note": "Archive attribution; detailed role assignment remains source-bound",
          "roles": [
            "formulator"
          ],
          "source": {
            "citation": "Keren Zhou — Mercury publication and complete byline",
            "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
          }
        }
      ],
      "evidence": [
        {
          "description": "Bibliographic/stated-result source; not a WRS proof verification",
          "id": "source-0",
          "kind": "source_reference",
          "source": {
            "citation": "Mercury: Unlocking Multi-GPU Operator Optimization for LLMs via Remote Memory Scheduling — author-linked anonymous preprint",
            "url": "https://storage.googleapis.com/yuke_profile/sosp25ae-paper4.pdf"
          }
        },
        {
          "description": "Bibliographic/stated-result source; not a WRS proof verification",
          "id": "source-1",
          "kind": "source_reference",
          "source": {
            "citation": "Keren Zhou — Mercury publication and complete byline",
            "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
          }
        }
      ],
      "origin": "HUMAN_LEGACY",
      "record_profile": "wrs-local-research-notes-0.1",
      "record_type": "research_note",
      "rrp_version": "0.1",
      "scope": {
        "description": "The available anonymous technical preprint and the named authorship source are separate documents. Equivalence with the final proceedings version and its exact benchmark details is unconfirmed. Reuses established ring/Ulysses strategies; no all-operator coverage or global optimum is claimed.",
        "domain": "Multi-GPU operator compilers"
      },
      "sources": [
        {
          "citation": "Mercury: Unlocking Multi-GPU Operator Optimization for LLMs via Remote Memory Scheduling — author-linked anonymous preprint",
          "url": "https://storage.googleapis.com/yuke_profile/sosp25ae-paper4.pdf"
        },
        {
          "citation": "Keren Zhou — Mercury publication and complete byline",
          "url": "https://www.jokeren.tech/publication/guan-2025-mercury/"
        }
      ],
      "statement": "# Mercury: remote-memory scheduling for multi-GPU operators\n\nIntroduced a loop-based communication IR treating remote GPU memory as schedulable storage, with parallelize, shift, shard and replicate transformations and autotuned multi-GPU operator schedules.\n\n## Scientific scope\n\nThe available anonymous technical preprint and the named authorship source are separate documents. Equivalence with the final proceedings version and its exact benchmark details is unconfirmed. Reuses established ring/Ulysses strategies; no all-operator coverage or global optimum is claimed.\n\n## People and systems\n\nYue Guan; Xinwei Qiang; Zaifeng Pan; Daniels Johnson; Yuanwei Fang; Keren Zhou; Yuke Wang; Wanlu Li; Yufei Ding; Adnan Aziz\n\n\n\n## Original sources\n\n- [Mercury: Unlocking Multi-GPU Operator Optimization for LLMs via Remote Memory Scheduling — author-linked anonymous preprint](https://storage.googleapis.com/yuke_profile/sosp25ae-paper4.pdf)\n- [Keren Zhou — Mercury publication and complete byline](https://www.jokeren.tech/publication/guan-2025-mercury/)\n",
      "summary": "Introduced a loop-based communication IR treating remote GPU memory as schedulable storage, with parallelize, shift, shard and replicate transformations and autotuned multi-GPU operator schedules.",
      "title": "Mercury: remote-memory scheduling for multi-GPU operators"
    },
    "record_id": "urn:uuid:008f38a2-9439-4ee1-ab8c-11746441627f",
    "version": 1,
    "source_ref": {
      "record_id": "urn:uuid:008f38a2-9439-4ee1-ab8c-11746441627f",
      "version": 1,
      "content_hash": "sha256:989476c4070ba09a7dc3e69f718bad2bcbc148e9a5e183009f06a5cc2e605283"
    },
    "export_view": "wrs-public-editorial-view-1",
    "public_view_hash": "sha256:727755917a8cc5b3f0a03813f7c43ff4aba3880ccf09c46f574aae8a5a75f5ae"
  },
  "target": {
    "record_id": "urn:uuid:008f38a2-9439-4ee1-ab8c-11746441627f",
    "version": 1,
    "content_hash": "sha256:989476c4070ba09a7dc3e69f718bad2bcbc148e9a5e183009f06a5cc2e605283"
  },
  "published_grade": {
    "profile": "wrs-published-grade-1",
    "edition": "2026-10-28.1",
    "id": "guan-et-al-mercury-2025",
    "entry_id": "guan-et-al-mercury-2025",
    "revision": 1,
    "title": "Mercury: remote-memory scheduling for multi-GPU operators",
    "context": "Multi-GPU operator compilers",
    "track": "Human-designed research method or resource",
    "band": "B",
    "modifier": "+",
    "status": "PROVISIONAL_EDITORIAL",
    "assessed_on": "2026-10-16",
    "evidence_cutoff": "2026-10-16",
    "achievement_state": "SUPPORTED_SCOPED_RESULT",
    "what_changed": "Introduced a loop-based communication IR treating remote GPU memory as schedulable storage, with parallelize, shift, shard and replicate transformations and autotuned multi-GPU operator schedules.",
    "scope": "Introduced a loop-based communication IR treating remote GPU memory as schedulable storage, with parallelize, shift, shard and replicate transformations and autotuned multi-GPU operator schedules. The available anonymous technical preprint and the named authorship source are separate documents. Equivalence with the final proceedings version and its exact benchmark details is unconfirmed. Reuses established ring/Ulysses strategies; no all-operator coverage or global optimum is claimed.",
    "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. The available anonymous technical preprint and the named authorship source are separate documents. Equivalence with the final proceedings version and its exact benchmark details is unconfirmed. Reuses established ring/Ulysses strategies; no all-operator coverage or global optimum is claimed.",
    "references": [
      {
        "title": "Mercury: Unlocking Multi-GPU Operator Optimization for LLMs via Remote Memory Scheduling — author-linked anonymous preprint",
        "url": "https://storage.googleapis.com/yuke_profile/sosp25ae-paper4.pdf",
        "locator": "Original contribution and stated assumptions, evaluation scope and limitations; source-linked assessment, not independent execution or proof certification."
      },
      {
        "title": "Keren Zhou — Mercury publication and complete byline",
        "url": "https://www.jokeren.tech/publication/guan-2025-mercury/",
        "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:008f38a2-9439-4ee1-ab8c-11746441627f",
      "version": 1,
      "content_hash": "sha256:989476c4070ba09a7dc3e69f718bad2bcbc148e9a5e183009f06a5cc2e605283"
    },
    "scientific_correctness_certified": false,
    "independent_expert_calibration": false,
    "method": "PROPRIETARY",
    "points": "60000"
  },
  "canonical_agent_submission": false,
  "scientific_verification_awarded": false,
  "reader_guide": null,
  "reading_status": "SOURCE_LINKED_NOTE"
}
