SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training | Paper Citation Record

Observation 738e4a93-4784-4efe-adc7-f2fe198eebf2 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-08-12T11:42:42.187080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 10e7be85-ec08-4df8-84c0-73f46c57b820 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.753791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e86e4d84-31ce-4aa9-919b-18784885d103 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.766431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2e5e5c51-7e36-413e-9eee-c8add782c5f9 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.750199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bbac717c-062e-44b6-8929-4dd836ef9e87 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.731599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 78808489-872d-48f6-b8e7-6478fc04711f · outbound

This paper cites MegaBlocks: Efficient Sparse Training with Mixture-of-Experts.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training MegaBlocks: Efficient Sparse Training with Mixture-of-Experts

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.778744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 142d687b-6cf0-4282-89a3-76345fe61cef · outbound

This paper cites GLM-5: from Vibe Coding to Agentic Engineering.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training GLM-5: from Vibe Coding to Agentic Engineering

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.786176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31022899-ab54-41e3-88d8-35a80f21d825 · outbound

This paper cites The Llama 3 Herd of Models.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training The Llama 3 Herd of Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.792829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69ccc538-a218-42bf-b5d6-9d37088216f5 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.710587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8da5d50c-7626-46c2-af5f-a93c87e75fc9 · outbound

This paper cites Le, Yonghui Wu, and Zhifeng Chen.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Le, Yonghui Wu, and Zhifeng Chen

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:42:42.694039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dbcff2ad-d817-45e2-a03c-e2f39153af8f · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.674128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 90924875-bafe-47bf-9b84-c2c6ea473e55 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.654916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a7d0639b-cd05-4b75-abd5-6476372296df · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.619201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0ca38f1d-30d6-4695-a571-8308d6b9ba7a · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.833976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19621732-8b69-4efd-8131-18f271d17a34 · outbound

This paper cites Kimi K2.5: Visual Agentic Intelligence.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Kimi K2.5: Visual Agentic Intelligence

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.838922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a484f2c-c1c8-48c1-9cf5-0e96792e53e6 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.845660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50f614dd-a4b4-48db-8c92-7753b03afe86 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.601400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2c068d89-8719-4452-971d-074df7210104 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.581085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6342c1a7-49d6-4c6c-b710-1368cab17fe9 · outbound

This paper cites GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.861255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb977786-1fdb-454a-961a-31220c896ab2 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.867193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01295f05-5811-4aba-aefb-fe1e03a8e6d5 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.549651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b93bfbfc-8579-4fba-a692-a2a982295c08 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.534788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8ec1435f-ee67-42dc-855c-495bc836b2fa · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.519622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7e58b39e-5be9-47d9-930d-c657b593d6ca · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.499992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9a702221-1737-4e21-a079-843b8b63e14c · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.473270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fe3a0093-e033-43e5-9546-53956f8275a4 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.910320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 100622ef-1574-40b9-a477-e53ae10fb727 · outbound

This paper cites Understanding Silent Data Corruption in LLM Training.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Understanding Silent Data Corruption in LLM Training

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.915380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f97d4df-6b5a-448d-93ae-7b708cbb19f3 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.456781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 034a2db5-4985-4efc-949a-246e9cc8a391 · outbound

This paper cites OLMoE: Open Mixture-of-Experts Language Models.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training OLMoE: Open Mixture-of-Experts Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.925437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edf0f4f4-992f-4321-8844-990349e54135 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.930352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b408d9f-253c-4358-aef2-7e6af8079a27 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.441050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 73e6772e-deb5-42f0-9de3-4602ab9e23d8 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.425483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d5af671e-f1d6-410d-8a6c-0de76fc1e4d2 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.409701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bda9f36b-22e9-4030-9627-c5aec6e080da · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.393047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 56208be9-38be-4f3c-8b6f-fdbf74d76257 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.375988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 959b856d-e9e6-495c-af1e-b1757767cded · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.360345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2a5cd916-678e-4ea0-bcc7-b582e36426cb · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.343088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cfa7b732-9ba1-4236-9ba7-495121ac57cf · outbound

This paper cites Generalized Slow Roll for Tensors.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Generalized Slow Roll for Tensors

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.969232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9638c65-f72a-468f-80bd-62ba27fa3f99 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.327521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8d7f4644-baa8-4735-8db4-62ef926c9b3a · outbound

This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.979114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41afada7-7978-4ef7-adef-1155b7562ff0 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.308018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2dce4d67-99ed-4c3e-bbbb-3fcaea79ab22 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.292134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d80e9f1c-10ae-4f36-899b-bfdf59c22244 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:40.994585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d76ae845-f5ac-4b16-a8ea-6d4619cb3a59 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 46

Resolution: malformed identifier; no resolver link, observed 2026-08-12T11:42:40.999129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c6ecde0-1b7f-43b2-878c-a725b33ab2b2 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 47

Resolution: metadata mismatch; raw_fallback, observed 2026-08-12T11:42:41.365878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bc2a75d3-059b-40ed-a525-26f836aab613 · outbound

This paper cites Skywork-MoE: A Deep Dive into Training Techniques for Mixture-of-Experts Language Models.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Skywork-MoE: A Deep Dive into Training Techniques for Mixture-of-Experts Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:41.009513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a216d16b-4f8a-4606-a0a3-17ed9c4d4529 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.273380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ff781c23-d011-490c-adbd-665e9d0f2d24 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 50

Resolution: verified exact; doi, observed 2026-08-12T11:42:41.096887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a6fb2cc0-6129-4951-9aa1-f69ee1d86808 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.255666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6ba1808b-94e4-4a12-b465-47817229ff13 · outbound

This paper cites GLM-130B: An Open Bilingual Pre-trained Model.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training GLM-130B: An Open Bilingual Pre-trained Model

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:41.030995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6f18388-7b5c-49d4-bf20-a80ee9382fdb · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training OPT: Open Pre-trained Transformer Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:41.036279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fea829c-f077-403c-97f7-fa8d9d25179c · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.238812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation aaf1c3dd-7d21-4b3f-9d69-5d41b1828368 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.222454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 089bbd67-8d71-47e7-adb8-c03b798abc42 · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-12T11:42:42.205551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8b345869-5646-4c41-b1ec-cb6bed816c38 · outbound

This paper cites Proceedings of the VLDB Endowment13, 12 (2020), 3005–3018.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Proceedings of the VLDB Endowment13, 12 (2020), 3005–3018

Reference 2020

Resolution: malformed identifier; no resolver link, observed 2026-08-12T11:42:40.873423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a537b9c3-a570-4ccc-ae9e-b6a14f40190a · outbound

This paper cites In19th USENIX Symposium on Operating Systems Design and Implementation (OSDI 25).

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training In19th USENIX Symposium on Operating Systems Design and Implementation (OSDI 25)

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:42:42.638531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1b25a49d-2ba4-4794-9495-277e8749282c · outbound

This paper cites an unresolved cited work.

SCOUT: Symmetric Consensus Outlier Detection for Failure Localization in LLM Pre-Training Unresolved cited work

Reference 3860

Resolution: unresolved; no resolver link, observed 2026-08-12T11:42:41.046682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers