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Paper Citation Record · LEDGER

Mycroft: Tracing Dependencies in Collective Communication Towards Reliable LLM Training

As of 18 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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:03.569657Z digest=sha256:9be1b417a9860a7dd262b79f6602a09a6b391bbfe7b85a39e2d3540d80f5febe

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=sha256:80b2e1ad0069ffb59d060a7ddd80a79b0370a665db938ab25c6271f167a930d3

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=sha256:4cbfd0f5f10ba4586278733dbc56939fe6beedec51e2cbf2c48fdd1acca92b47

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:03.789509Z digest=sha256:f2de6fd8f98ef0cd691c94640b79fe947bd7122d6672885e9f8fb128302e9cd1

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:db82ceecee7e70a2ef51ca548fc2d1ebf386932e01c958a6db21897937d19e83

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:03.900392Z digest=sha256:1f4b8fed6c8481afe1c861bae85b1e1729fea4bafefd84dd7ab6e450b2237075

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:be386038c5b67b31551541ee5282b0b7e189a6bbc0e723d8bec9293a7b5317de

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=sha256:2140f44b5989697d2d27d75a10805f9eb219e2c141c1485d59a9b6f062d1f1a1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.204021Z digest=sha256:3b4307661a8b88ef2fabbf48ac477b1ccd578f98f38b2b37c77129b9ef84d29f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.147761Z digest=sha256:18a1e5e3d3f1a0b20328015ab5890899b3547b515262c7e238a4ed3240eec431

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.314098Z digest=sha256:e79670966fd7897134136e6e49d8895c579a652cac68f4392cd31a6e3323d77c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.288174Z digest=sha256:2f3e2ec464a865f5e2bdd0c57967845fc1f39030c059082668f5f1807685f878

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.451096Z digest=sha256:f4462ebd79578b3b75e10f32a22804e3a9b9b67cfb52bffca3b180ce9796031d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.396437Z digest=sha256:3b3dbd0012bfb8254727cfdecce28b33bbb22ee2912dcf85d0b4600574d79429

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.556782Z digest=sha256:0f6cca136062f6f3640638c9b4c2d1d73cb7fadaaba9ac58bd1806f22a742617

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.503260Z digest=sha256:ff22730258ce2f3966225c8669d02b59469fa256d6c1b8e4ce4532b48413bf8b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.693047Z digest=sha256:cd73e7337dc10e1e99fbc5a972cff9f9a44ee91cc7463c3aaac696e18f10511c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.610153Z digest=sha256:d200bdf1ab0bbc6004d8f38bc30df83943fe06fa8a42dd5f2640b18d83c43615

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:a200f8c1d443b9ffd29b5f15c471a112569edce9f8e0fcf81b084001b31967a9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.777545Z digest=sha256:4a027c3ed6d1c2537f2a93a3433397fdebb508ad51073a325a56636e1eab5d74

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.047108Z digest=sha256:2b094e3e8fa6f3ce70495989a4f03d9669b5ef349194a0abd912f3f400e54f61

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.157781Z digest=sha256:154309ef8c26beaea51b17352a2da776aa8026f26df3f7a77bd2001a3cff0dd8

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:f28f49b6014e3574ee662caa9e0c5858508a53ed9795737aa2fd57b2287767c5

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.263908Z digest=sha256:3a3fa73e38a857fb3b631ba3b755ffaed77e62fa9c1c8d6b9a2875c0088e46c3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.105462Z digest=sha256:b50c42e22f5ac94fe7f416f4eb81ffaeece5e2bdb63675fc7a667a446e8c60aa

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.367474Z digest=sha256:68f8c968fad261d1f3e9722d7f70fd30c1ce88d0b4e2d0525149a37ee0a9fe33

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.209249Z digest=sha256:16731ad2e6f8ae552de4f446fb72c028b47a94a3eee8d7b29864930356175b46

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.505678Z digest=sha256:12432361004e4a80df5719cd66bbb368362aa48050a243055cc8b2eb23f22e8f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.313309Z digest=sha256:cfcd9415c7bcda8082db766c4fba5bff7105c0a01255964903c3b54c297ac6b3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.595846Z digest=sha256:b750a2a971b120b15801e358212c80269d3062bf20087c3e9452c683b86462de

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.425510Z digest=sha256:1b8acedb1a6c6aff6e983416f2b73428fb0a19a853575c87615fe88edb6e26a1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.701411Z digest=sha256:00c310cd1e740c9334c32a705c37eab6c2a73713cf1c792c2601b732583efcf5

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.539358Z digest=sha256:d5c37e402db7c170253d1a446bdb15b321c2c2a6186dada16c6a4d3823a25984

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.796202Z digest=sha256:44c92a8c2d8fa2ff6aa55b0614233c197caef7e29a8731f840ebe13697287ca0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.648464Z digest=sha256:ff7333d739f54f5604946ffae3dc3a8f002a2514c0161430d7b4912065d2be31

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:d557f349cee0b54359d2a836397ea1e810209f44dd8f388dbc0a7b74015c8106

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.740044Z digest=sha256:dfa5199dc5e066c9c0418aae10f5109e9c34866dd0bf574138dc7177fd5822c4

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.139463Z digest=sha256:649e6c7cf0d090f2018a5e31093a6619bf4e82b205505969a5538522903b9aed

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:05.912971Z digest=sha256:a5dbb9f7e27ddefadbf88a4dedd0f01adffc53246e55516fd908608e5bf26a46

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.368352Z digest=sha256:1736fb3336f3f6ee07e3017cb744abb89d8f28fb72113b9193dbdb75594174c6

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.053972Z digest=sha256:b463fda7f3e8de5278f19d0936968b57e9b6b2e5fdb5925f2518576495dbc678

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.540827Z digest=sha256:8216524520c7d613fdff5b3c15d759c5ce803925ef14a74e2a43d6514763b3f1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.250554Z digest=sha256:5c13c073df9bc7c909de37c47fa6827364fe9c6423799628e90e4c6900718b11

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.683121Z digest=sha256:856cd00560f885a94e429a3c393aac2f36c8cf58eab29fce4c7207cd727e27ff

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.475680Z digest=sha256:838920f1b587cca48b4c64d122985ce92ee1a2a7edcdabba2c10ebe0ffd75d28

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.864839Z digest=sha256:f912f97c7c63f933d2a34cac16b2c86d5b8ddedec8d805b6866c473c7e4ba5ca

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.628600Z digest=sha256:6f2e7f534d898205eb8c4215526c93ae83dec7c4128659373238139274d65941

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.917079Z digest=sha256:d3729c2d37f4bec35623b8225ba07be9928a16693e86b88321aedd856383984e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.749952Z digest=sha256:abfd5f4885ebdf4eea5e763f73382cf272dcffd9317e0b6b9956128dd9df7b2b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:07.156281Z digest=sha256:5e740ab9f67a38b7aebb4545105341655d777e017b0cb2c85f536263bf1a4ea1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:06.872707Z digest=sha256:28247a2edf8479c8d438a9f2f878e39f39219b3b69df275bd3f49b463bdde063

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=sha256:45d0a8c3001a13fc20758b10db278167aae9a06ac21a5ca13c8c7bedecd2934e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:07.059473Z digest=sha256:b13773f5a5f203b5b80af96ab82a3f214e7bcedb56e49679f653c1db2dc2582f

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:c4d8ee78283af38df308b93222ef600fc4a305b46aea5e4e20d9173d0b499d84

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:07.262303Z digest=sha256:37de3f7495f2b5d8fd09d60293213df2d34b49ab2b95528786cc213cd16c1405

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:08.345203Z digest=sha256:6509505923180f339894266dca279635a626b64d6a23b4f40826cb079e7e8375

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=sha256:2723a1150a314357107e15f8efa8aefab643b91e05a4672bf07d0badd4c4b01c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:07.750058Z digest=sha256:565d214ac34016050ef64bc8e100a73b22ea905a2365813347eb0560e2dbcd9c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:08.551994Z digest=sha256:a0a68b61d49a606bcfa5e6f1df21f930f4e79360c838bc48248fa123852e97b1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:08.554446Z digest=sha256:2466353f6f1659ef9a3ed1b6d882d583aa0214c53b7e13e1509610928b829fa2

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=sha256:818cecdec70adbc91d2f46d3578610c4da7420b7b063fd33613b60a606846ac0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:08.560668Z digest=sha256:92ee75bfd9ba672d10526422fc0432f15e160d3667f053831427e514fdbdfb07

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:08.563238Z digest=sha256:7dd0684cc5391f1461518d710f8221c50131c79e71e1bb30cbc143e6150b675f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:08.548026Z digest=sha256:b99d64d434806d24a9347034e8e749485eda4d61dcf932f0860c91cda4097400

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:08.569584Z digest=sha256:cb25d75276254f8cd95324f8a49d4a3891b1879004e25ab0baec364e53848797

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:08.572617Z digest=sha256:590c7187deaf545254e1d9092365441c052354d4deaece5bf1f381af16166d24

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=sha256:29cf7aa31f4c2c7cab56b1e7acebf6c3e18e0a097f497c34fd96d80ab2815bad

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:e13844489b6a042174df2e6825ee408705216036cd825eba4f314af1b62f79b9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:08.581545Z digest=sha256:ee118e0eefbfa7a5d5313475fb2c65cc00f79937246e08386eee4c821d7a353a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:08.566730Z digest=sha256:de4ff9d7843527320de4d7db488dccd73c4030c0ba3a097d8837a05fdc7ae76f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:08.575614Z digest=sha256:751da2d01aa258800d508ec2f3ba2527262392f88ccc1790a1e2ad4a96626077

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.078402Z digest=sha256:9fd26cf0bd0e76e04a626c2e265f64cdf6d959528cd7589f1c0e1effa1f7c54d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:07.906584Z digest=sha256:0bc559d8170e5d0a3689e7816b6bd2f594eb0ed63400de6ac2f67a8b631419d7

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:07.423412Z digest=sha256:126627dec13d9a12c1a18140e655943a57bc8eb07a70688d25e5b6607df936b9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:04.913776Z digest=sha256:fae4bfc9a863550a0eaa4f8ca549a0a1a0bf1f72a8276fefa05d135b17d87436

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-05T11:18:03.477276Z digest=sha256:7e838050c3f7f89db48b1f1dbfeb4d66e2b20e0633251a291ff23618c42ca68b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-05-22T21:12:22.201810Z digest=sha256:2c8f1922f950d953bb745d894108bcd2c6ffe4a96a699445fd1b65ffb2f75939