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Paper Citation Record · LEDGER

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training

As of 8 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 1 inbound Pith citation observation for arXiv:2509.03018.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2509.03018 v1

Coverage vector

measured 76 of 76 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:18:08.581545Z

measured 77 of 77 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-22T21:12:22.201810Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-22T21:15:09.623357Z

Reference resolution

76 of 76 outbound references displayed

  • verified exact1
  • verified fuzzy7
  • unresolved68
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4d0849a2-7291-48b6-b195-7f8b3acc9b13 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.406704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:03.569657Z digest=sha256:43ee5f5f3881f6107677c19ecbd9a3e34fb8f1d41288c5b24c367a8ff415b582

Observation 7b620288-9874-44b8-be05-11e294658927 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:03.680043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:03.680043Z digest=sha256:dcde7bd54351dd57e0dba5dfe505089bedd42958ccbcf34c1d3c8e767c1a47ad

Observation bdb978ac-3b46-4161-a8f3-bd8f1539e946 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:03.737951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:03.737951Z digest=sha256:ccaa6c44ce6195e892c0c19d4f0feabe7776afd83bcc7875400d47534baf7710

Observation 69c41774-19cf-4aac-914c-849215107988 · outbound

This paper cites In 22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI 25).

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training In 22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI 25)

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:18:09.392546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:03.789509Z digest=sha256:648c80bb0d22e3abead785129b6bf9cf7e3044ac974730b2ef2edd8eb03c8373

Observation 51e1bfee-468e-4cb3-8f47-75dfd3192aba · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:03.844290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:03.844290Z digest=sha256:a14b1f8265c929cfe0a960ad68bb6198cf50989db6a1d1e3503d0175635b219b

Observation 626c7473-224d-4bb6-a62c-6a8fc449f479 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.383054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:03.900392Z digest=sha256:712baf9d2f30da83a5a1911549c2b0bd28c5cfbea631c9d1c734f050ecb84939

Observation c6d6dcc3-2123-4ff3-8e07-d4eacacfc7a4 · outbound

This paper cites The Llama 3 Herd of Models.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training The Llama 3 Herd of Models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:03.954258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:03.954258Z digest=sha256:95002e1412e44cf765339412af7054726f81ea28401b45d93bcdecbac6fcdd87

Observation b85ed11a-bebf-404e-8caa-04ff03557258 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:04.033136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:04.033136Z digest=sha256:98a966eb165c8e6168795043405f05cb83c7cea0ce6b3081189e560f560dbce4

Observation a7c39d3b-79fe-442b-89fc-8164e147bf14 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.345933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.204021Z digest=sha256:3520a7ee42e9e528bb38ce502fe56ff4922bff6c878b032307a9552b73aa6d32

Observation 98b4ebd3-ba69-4e06-acb9-92168b6351b3 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.356117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.147761Z digest=sha256:884bda44806a3441fbe7a439b8dbbc065491c05b3c64fcd8f06404d33dac6194

Observation eeae2d02-0052-4465-85b8-2d6d2e496b3f · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.325037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.314098Z digest=sha256:65d6907d5e93ed00c446a3a0b9ce7ef11697eb87ddf449a4e892ed147aff893f

Observation c37463a3-122c-47e3-ade9-ff5b6ab15caa · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.335070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.288174Z digest=sha256:d867a31aa769f7882f6dc3d90509be65968fe1d5f1b5664c11fbd3c480e71b98

Observation 1021584b-0b36-46a5-a2ce-ceab78d1f8ee · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.305837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.451096Z digest=sha256:e6287207f90295143e033a7eb5afc1bd23b621cd692338a53f44e378560d0a66

Observation 45cf73f4-2735-4c92-8fe3-e8cdf8007749 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.316180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.396437Z digest=sha256:a961463f3cc156575696781efb757338e592811260ee352fa97f276681f2714b

Observation 651342b6-6478-4b85-ba78-a9e0635e2398 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.285121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.556782Z digest=sha256:fcdba9a2688efe8a3335c34e6dc2e863af305f2721f40b6ff36bde52012e0474

Observation 1824ee61-64c6-4791-9bf7-71002a6287c3 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.294998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.503260Z digest=sha256:5c0c2e19f9b796e2e655ce6134f39f5ae25e7f57843893e1365e83c6c1611ed6

Observation 4e81c580-d447-4197-bbfd-60eb8114a9fd · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.266419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.693047Z digest=sha256:7b3462303a9bcb6bcb595451098e9fdac57bd639a32cca459dca757a23b3455e

Observation e8552976-6ac0-4829-b9a8-4a79a6320d02 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.276786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.610153Z digest=sha256:3422fca710b7cd5041b9ea94b1bd0b0148c558165703897dbe038b5ce80e2f3a

Observation 0e4362f6-548b-4aeb-917d-29cb84712afd · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:04.835937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:04.835937Z digest=sha256:59fd3cb5cffa2cfc74795527ab09678d45f86d2eac6b1350a09bca4f12d92f6a

Observation 9477e009-f3c6-4da5-aa69-4622d28be3d9 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.255705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.777545Z digest=sha256:622891c94ab8fb92adb32995f3e80fc61cdc0c54a02d12b37bdd4cbd6ac6d723

Observation c496c588-3288-4da0-8072-3bda6296563b · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.230218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.047108Z digest=sha256:5f68d477d6a8df04158dd7db08de0754fc6282ccf675ad37cebbdc176840b2c6

Observation 967a43e7-7539-4d18-b909-2acee01645f9 · outbound

This paper cites Malleus: Straggler-Resilient Hybrid Parallel Training of Large-scale Models via Malleable Data and Model Parallelization.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Malleus: Straggler-Resilient Hybrid Parallel Training of Large-scale Models via Malleable Data and Model Parallelization

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-05T11:18:08.676691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.157781Z digest=sha256:9fdbabb09a4abf0f22b90d0f1079f017ec359b61d19202c40937d3bcff844b2d

Observation ccb3be05-62f1-4a8e-bcf7-c57f45da38d8 · outbound

This paper cites Revisiting Reliability in Large-Scale Machine Learning Research Clusters.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Revisiting Reliability in Large-Scale Machine Learning Research Clusters

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:04.994990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:04.994990Z digest=sha256:3f35b08af272ca99545f563a6a2b41a5c5dbcfaddf2a338335d4b04c898a83b4

Observation 52d723ca-0f28-41a0-af66-85ba27720e6d · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.201430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.263908Z digest=sha256:83aa0153c2a0f55f926f47fe6d405e77fd22f80990626f538d05a5ce85c14e6f

Observation 52d30fbe-e266-4e15-8d34-be63af6d39a8 · outbound

This paper cites In 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI 24).

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training In 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI 24)

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:18:09.219894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.105462Z digest=sha256:3145ee84f9503bcf94c0459e30ba8ec59ce93de96ba1485db6e900341e5a59d3

Observation 592b74e3-c98f-4ca1-9e7b-a11ea3e6b394 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.182206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.367474Z digest=sha256:d043c81c11ee1a7de185b2bfa4c793f6d50d8e936c0ef988a66d4065eaa294ce

Observation 64b6e878-88ce-46a6-aaff-27c34ccd32ad · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.209956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.209249Z digest=sha256:5f2b2b5a81bd306b52b296816de7e47c32b394f96bc5eb50f36478339fe736df

Observation 76d6d9d4-d1e0-4ed9-9a01-3d7056f2e12a · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.164825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.505678Z digest=sha256:0f5be1412f426ee3704667eca92eac6aeb4d6ed665b81276990b6da0340c1c77

Observation 0e2347b3-2ccc-4117-b051-fce245139dd6 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.192605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.313309Z digest=sha256:37bd7ede8aa1b00865eb9d32e16e658dc3a28ef51190d30073304c7b5a88870b

Observation 511029a1-05e6-4454-bb95-9cc0459983b1 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.147022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.595846Z digest=sha256:69127b81f1effc1d0b4d50374a9c511d30f4c8a58361419d5a42985672958494

Observation aaf1eec1-ef83-4f8c-ac57-e0930e1845c8 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.173970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.425510Z digest=sha256:111106cab2bf85a2ef024663564cf5831fd83e0d592f00720830a80922d078dc

Observation 84f4c1c7-dc5e-417a-a422-2efb9f488f84 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.128504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.701411Z digest=sha256:15012f90269bc6cf7d44a2770c1f2ebdf5cb0e50ee943e7835a4e297e33a9bc8

Observation c589ab60-657d-451d-82d8-2b2a1c1ab945 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.157171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.539358Z digest=sha256:4f09f5e71d6474a4c6fddebc7507bd3bb9909373171024a439758e4b624a8730

Observation 06bac741-d008-431f-9549-f37f04924907 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.109978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.796202Z digest=sha256:61f7bb81383fe7a53bf2f1676aca9383fc18dbb3f33994fb8dfbd4f0cac9b174

Observation c30dfc1b-6efa-4102-8cc1-4e78fa4f34a3 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.136632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.648464Z digest=sha256:ac81f498c71bfe92d83ef4a69ca7ccd42114537f5186dad580acf1fbda2e1229

Observation df25cbff-43b1-4f04-9c69-5f66d75941f8 · outbound

This paper cites Deep Learning Training in Facebook Data Centers: Design of Scale-up and Scale-out Systems.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Deep Learning Training in Facebook Data Centers: Design of Scale-up and Scale-out Systems

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:05.977709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:05.977709Z digest=sha256:d3b3392992028ed8054e831c14814ad76bb66a4d84e0f8dce024b46da0022696

Observation c543f95d-a9e1-4dfb-b4f1-cc3c6f8ff1d0 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.119520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.740044Z digest=sha256:108bae7d1fabe71ff5aa7b14b5e36070c4fd0a9cc9f51d4d71387070350ea2b4

Observation e7752330-4434-406f-9b1a-01026748f982 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.079976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.139463Z digest=sha256:d0414e130a91e9434158895dcb08c0f0a94d37d363ad289a967b4932e9f1e717

Observation b0c4c991-3fc1-4d41-9c79-eb45c85d6b29 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.099439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:05.912971Z digest=sha256:ddbdcab6bf39e5b97967f5eb6151e36e8ae01d3ab3da2271abcd0f0486b10eb6

Observation 9c542d90-9495-403d-9640-4480f9e3dd6c · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.061541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.368352Z digest=sha256:d3f9d8f7ac730ac3eff5b6dfef34121ca2158cf37a76a381c5684526a69b738a

Observation 8715f107-f004-4254-a038-aba8258d86d2 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.090412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.053972Z digest=sha256:0a91c43ca733da3d9f81c6ef2d97893fd4a5313c30e21d3ee6476ea2f756938e

Observation 765ae0c0-b50e-43ce-8c6e-43b1026fb99c · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.042657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.540827Z digest=sha256:7e042672235342de4e47dd52502833ec00039a6312917d6d2cf72cdccb90a3f1

Observation 8a442f66-80d8-472b-8a8c-19567b265a90 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.070638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.250554Z digest=sha256:3e8fd2e12df3491da924bf1dce30d874829450c4455726dc06724374d425a8f9

Observation 721ca9ea-a6c9-4c07-9488-2c6c492d69e3 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.025376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.683121Z digest=sha256:3c7a6a250fbac5a0a453e7287387ac88d97c3e3bbd66f44495ca3530462baffb

Observation 337d4ec7-97ce-415b-8288-e8c24ba030e6 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.053099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.475680Z digest=sha256:378290d0347c814acd0c4f62b6bf806b492e58321d521f079b6c6221a04fe6f9

Observation bdecd00a-6cf5-46ee-803b-9ffe30e3b0a5 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.008767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.864839Z digest=sha256:001218931f2fb64cb9a573e3c89f5ee7445b9545762c486d575902317e660aeb

Observation 1a70fb2b-e3d2-422e-aab5-ae0ef68ba3bc · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.034050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.628600Z digest=sha256:b484a75c9c8d541718973829db181917e250bbdbf3d21576b60d575d61e77e32

Observation ec5ef549-1829-46dc-9e6d-01555a8f0b17 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.990041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.917079Z digest=sha256:189ec4558455d6d1538e81cbf8a86830789c6e60442bd2cc1b993c8e7faba90f

Observation 5163367d-5ffa-4460-a403-b94da042a604 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:09.016792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.749952Z digest=sha256:4da25dc0deb4ae9940546e19702c6fd42fa3e3398d0845d631e715d3bfa277bf

Observation d4368439-0855-40b9-86cb-f13387cb0125 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.971191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:07.156281Z digest=sha256:79d85e291fa13ab80c0c0cf65292b42542308f9832add0a19eb0c8ba9b2ff995

Observation 1f9fefbc-0efe-474d-864a-9f1cad7e7d6f · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.999731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:06.872707Z digest=sha256:91272f555886f35acfcf2ff5bf91f365be1402241f1580fe167a66185b900f8d

Observation 8b9b11c8-8cbe-43be-bb07-3eb2c68644b8 · outbound

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

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:07.601248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:07.601248Z digest=sha256:8412467d2a7831bbf7cbb6206b25c78cee1640e70ea9d180a2f9253034d7e552

Observation 8533263a-9e83-4a31-a44d-f81d70b79c17 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.980749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:07.059473Z digest=sha256:75506d0358dd74409fee6b5c77de1fc840d22502111348c6634657ae9d1d2daa

Observation 7ebde26c-f639-4595-bec5-41cf8ff961ba · outbound

This paper cites Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:08.081946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:08.081946Z digest=sha256:614eb6c64b37dbab8084c0e7d7f387666b11602f3584267f8cefe53d1269ac0e

Observation 123a33e6-db40-4924-be7b-83b2df557191 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.963085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:07.262303Z digest=sha256:05d65259eed01ea994139d5b7839fd80d562f763de39b4655ec96141cdf8a74c

Observation 100e1d5b-895b-4ee2-b6fb-f926901f5f66 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.927887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:08.345203Z digest=sha256:8b846cdc2d4131f215ed22117c057cfa272fd60d3cae196dc3ca718acf270980

Observation 8eda9cae-3d95-474c-b535-4bad1d305802 · outbound

This paper cites ByteCheckpoint: A Unified Checkpointing System for Large Foundation Model Development.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training ByteCheckpoint: A Unified Checkpointing System for Large Foundation Model Development

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:08.427223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:08.427223Z digest=sha256:b18f2749d1b16bc8cbc9d5c23966e41f0f086aed0050def420b5491087e8f066

Observation f32c56cc-0513-4d30-ab97-efbc50255f07 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.946215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:07.750058Z digest=sha256:01306dca46f5f982a7fdfc115fbef1e7b70a9049c575721a7bdcdf83b3984154

Observation 859539ea-0b94-4d45-8e77-064a0b651646 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.908226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:08.551994Z digest=sha256:86e644989b6dd8e507b55391d7f88e9164f2ba3982f9ed0691d3ba75f22376e3

Observation ed82b8ca-ef88-4335-ba5b-225ae5a76a0a · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.900082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:08.554446Z digest=sha256:1a498b92a18511e89441b5c818a9837eb6a973076dbed66272ad2030e0c24d70

Observation a503df21-1da7-458e-a01b-36c623d3d75c · outbound

This paper cites Chakra: Advancing Performance Benchmarking and Co-design using Standardized Execution Traces.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Chakra: Advancing Performance Benchmarking and Co-design using Standardized Execution Traces

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:08.180894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:08.180894Z digest=sha256:6afdec122c3f597abe58d1bbacf5118612fca045f17972cca14f936e3311191e

Observation 1f9ae70e-bc68-46f2-8087-1ad2e512adad · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.890157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:08.560668Z digest=sha256:c2f07bdbe0fa04e08625ea58239b45d6fe3473209020b8199754a896427805d7

Observation e2380c7d-2471-4588-8ef6-343ebd43264b · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.881296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:08.563238Z digest=sha256:ae16e95701b7930a5a8364ea1b588735b8f819f41f05cd642b40f705c6283a88

Observation 158d5844-c20d-4a5d-a295-227d4dfe37b8 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.917511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:08.548026Z digest=sha256:b5e6457c74fd8acc8c48ebd7ae4a373cfacc1c27889299cc444e874366d0ca4e

Observation 09c92581-c825-46ed-bc9f-1794eea193b0 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.861145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:08.569584Z digest=sha256:235cbbfa4b8aee9e66155565597eef8ed6c157e98142b8d5139f14d12d208593

Observation 06a3eab0-e42f-4fa7-bb29-2626baa9a491 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.852381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:08.572617Z digest=sha256:28e1dba3f7939d96f8762721b73d021756331f62a98dbe5ba2bd1febcc4797ee

Observation 28c9762c-96d6-4cc9-a91e-73b672186d79 · outbound

This paper cites Cloud Atlas: Efficient Fault Localization for Cloud Systems using Language Models and Causal Insight.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Cloud Atlas: Efficient Fault Localization for Cloud Systems using Language Models and Causal Insight

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:08.557605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:08.557605Z digest=sha256:8b10831724a8a330a2c8493fa7965261273d7a9c6d786ff5f3c8e1b344df4f80

Observation 5cc7efa1-388f-4400-a4b5-7d5d29c8381c · outbound

This paper cites PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-05T11:18:08.578239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T11:18:08.578239Z digest=sha256:c8cd3a382b8c39ec71aa42c900a666561a93f4a10ba829761b92c02f3ab08724

Observation 7c5e8c52-cde9-4836-a1cc-f6a706f98572 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.832510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:08.581545Z digest=sha256:aeaf38f5d8ea5782f69a1bce85080b9fd8b32d3936ac4d403a6f408e309904ae

Observation 488251a7-0f0b-4b15-9c88-0ecdbc328d41 · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.871193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:08.566730Z digest=sha256:6086d793172d4c359bf284acdd8526d4e32e38afdf3f691c141dd340a5fe03af

Observation f5cb1f90-860b-4a66-b60d-a934843ccf1e · outbound

This paper cites an unresolved cited work.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-05T11:18:08.841947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:08.575614Z digest=sha256:40210bd3c14a3a8b18bebf4391304cbfde8108fdd6fabe0c5e5b73371b9335c9

Observation 415b9dbc-6400-48e1-b248-860785d6aa8e · outbound

This paper cites In 4th USENIX Symposium on Networked Systems Design & Implementation (NSDI 07).

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training In 4th USENIX Symposium on Networked Systems Design & Implementation (NSDI 07)

Reference 2007

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:18:09.367335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.078402Z digest=sha256:252e81e70b8d00b6d7758ecb4d606b791c08d180bbaf8272100faa19f799c762

Observation 365dc988-4c17-4dfd-b756-9c1554309df9 · outbound

This paper cites Technical report, Google, Inc (2010).

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training Technical report, Google, Inc (2010)

Reference 2010

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:18:08.936614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:07.906584Z digest=sha256:1e10a3945a081eedf53c7465d5f8377a2ff3f46ce15d6301962fd904309b0284

Observation b8c61918-d421-4c61-88fb-b2ef784eba64 · outbound

This paper cites In SC20: International Conference for High Performance Computing, Networking, Storage and Analysis.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training In SC20: International Conference for High Performance Computing, Networking, Storage and Analysis

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:18:08.954687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:07.423412Z digest=sha256:cb5c4c0150e0f189f6244e45ceb8bb8e29b76b1d19858a9840dab0df934ef6dc

Observation 2711d803-962f-4499-9322-fef7b86aa82d · outbound

This paper cites In 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI 24).

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training In 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI 24)

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:18:09.238539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:04.913776Z digest=sha256:b80644ff0d428727290a4b38d1875343ddad982713e95e74d0d3675cef4c6b13

Observation 8fec8211-81b6-4869-96ac-737d264ec2c8 · outbound

This paper cites h/t_tps://pypi.org/project/py-spy/.

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training h/t_tps://pypi.org/project/py-spy/

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T11:18:09.415074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T11:18:03.477276Z digest=sha256:8065cd05661b85cbcd67875b5e2b2d6c407b1d40e4255058307940815d67b413

Pith citing papers

Observation a8c21dbb-a9aa-4e69-8638-551d7a79aad6 · inbound

MegaScale-Data: Scaling Dataloader for Multisource Large Foundation Model Training cites this paper.

MegaScale-Data: Scaling Dataloader for Multisource Large Foundation Model Training Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-22T21:15:09.626339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-22T21:12:22.201810Z digest=sha256:7b5c485581f408303e3330da41992bbdc74b1c123fa6a557a232760de66b67fc