Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T22:34:40.359485Z
Paper Citation Record · LEDGER
On Topology's Role in ML Training Performance
As of 23 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 0 inbound Pith citation observations for arXiv:2608.01707.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
75 of 75 outbound references displayed
- verified exact7
- verified fuzzy6
- unresolved45
- parse uncertain0
- malformed identifier0
- metadata mismatch17
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 18fc2b75-5bd8-43f4-8404-01418de1fba3 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 1
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:41.533967Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 581388e3-858a-418d-ab45-0503df9c61b1 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:42.221675Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 59507f41-98ec-4a8b-9b75-cc41625ed9db · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:39.961903Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0735e68-ebac-40b9-be30-6edf9c43b447 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 4
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:41.505968Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8be5b352-bf8c-44d6-8398-553cff28bd3f · outbound
This paper cites Borkar, R.
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T22:34:41.478349Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a4a7192c-1ac6-4450-9787-39d180ed4cbd · outbound
This paper cites Nuclear multipole responses from chiral effective field theory interaction.
On Topology's Role in ML Training Performance Nuclear multipole responses from chiral effective field theory interaction
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-08-04T22:34:41.444921Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e239d477-8367-435c-83c1-c37f992dfa92 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:42.192797Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f3529369-3f33-46a6-b938-4c7e7b949c8a · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:42.174522Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation de21b511-51fb-4be4-a9bd-c9a42f1b7b32 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 9
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:41.393328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9e372520-9e2c-453b-918e-a0b2ae5c2030 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 10
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:41.353953Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3827ade5-c099-4dcb-9a4c-9138769c1c56 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 11
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:41.311202Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5628b6ac-8c44-4707-89ab-adb35c09feeb · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:42.158607Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 43a26e85-7a46-42e6-ad38-f2bf0cf12896 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 13
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T22:34:41.277575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4487e113-6a24-4e1f-aa75-5615b8216d5b · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T22:34:41.245261Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 04d95775-6a23-424b-886b-7edd970121c6 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.038608Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02a1e591-70b5-4c69-9b64-e15efff78627 · outbound
This paper cites Dally and C.L.
On Topology's Role in ML Training Performance Dally and C.L
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:34:42.126282Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 09c234ec-6368-4446-b988-e03b4f6ae825 · outbound
This paper cites DeepSeek-V3 Technical Report.
On Topology's Role in ML Training Performance DeepSeek-V3 Technical Report
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.048591Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd87335d-6bf1-4d9d-8cbf-b24e540a2420 · outbound
This paper cites Fagg and Jack J.
On Topology's Role in ML Training Performance Fagg and Jack J
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:34:42.110368Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 156fecce-aced-4cb8-ac83-e8fd0f7d0cc7 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.059118Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be52fb03-2fd8-4aec-abfc-f95d51415135 · outbound
This paper cites Gherghescu, Vlad-Andrei B˘adoiu, Alexandru Agache, Mihai-Valentin Dumitru, Iuliu Vasilescu, Radu Mantu, and Costin Raiciu.
On Topology's Role in ML Training Performance Gherghescu, Vlad-Andrei B˘adoiu, Alexandru Agache, Mihai-Valentin Dumitru, Iuliu Vasilescu, Radu Mantu, and Costin Raiciu
Reference 21
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:41.147172Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 57853d43-bc63-4cba-a488-67cefe6a3c8b · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 22
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:41.113866Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation baf93b22-cc4a-406d-9fe5-25626d5e6dae · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:42.092722Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0eb73829-c26e-4e5d-8b99-1825c5b192f8 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:42.076778Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 62009b7d-a0a7-4938-9c4c-6a3a92cbbdf8 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:42.059793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0c622f42-cc0f-4f92-bd97-04d353b84684 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:42.037576Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e4ea3218-e900-4379-9c56-4473f0d2e59a · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:42.017137Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 62483e9f-9abf-4773-804f-c0512b2d4f9c · outbound
This paper cites Hamilton, Navendu Jain, Srikanth Kandula, Changhoon Kim, Parantap Lahiri, David A.
On Topology's Role in ML Training Performance Hamilton, Navendu Jain, Srikanth Kandula, Changhoon Kim, Parantap Lahiri, David A
Reference 28
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:41.082790Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 874d8a0a-3069-41b1-9362-9fb4aefbcacc · outbound
This paper cites Le, Yonghui Wu, and Zhifeng Chen.
On Topology's Role in ML Training Performance Le, Yonghui Wu, and Zhifeng Chen
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:34:41.997424Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation adf44b9a-d515-480a-9e44-bbacd8e9fafd · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.979088Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c09d0bdd-814d-4019-b904-2a67e51b0e52 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 31
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:41.043031Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7a656d9d-93ae-4a5a-bc70-7d71c7c666d9 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.951272Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1af23aff-3647-4ec2-aad2-073374df4211 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.129575Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 786bb497-71e6-432c-9a9a-1fe8b9178734 · outbound
This paper cites Kessler and J.L.
On Topology's Role in ML Training Performance Kessler and J.L
Reference 34
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:40.967585Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9b53aaf4-8967-4fd3-a305-18d1ac436cf9 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.141010Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db99687c-c3a2-42c1-8c99-1b83900c693d · outbound
This paper cites Revisiting Reliability in Large-Scale Machine Learning Research Clusters.
On Topology's Role in ML Training Performance Revisiting Reliability in Large-Scale Machine Learning Research Clusters
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.145931Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d4c737c-6abd-439e-9b8c-f96bb2de9d0c · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.929286Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c2959dd4-19f1-4445-aa6e-25cb70f98c3b · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 38
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:40.892818Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 20cd9372-7d1a-4ca5-8299-eb3f344e769a · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.905577Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 76e46d36-15ec-4b02-995a-c841a0f52671 · outbound
This paper cites Mellette, Alex C.
On Topology's Role in ML Training Performance Mellette, Alex C
Reference 41
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:40.862865Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c1f4f498-274b-4d7f-97cf-8473fff264d9 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.874257Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 19bab8f7-f471-478d-9f03-5c3954e37323 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.186623Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbaed29b-4a87-4e6c-ad59-c7dd63808d71 · outbound
This paper cites Nickolls.
Reference 44
- Resolution
- verified exact
- arxiv_id, observed 2026-08-04T22:34:40.775650Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1e965145-a26a-4526-9f97-131f3256d4f8 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.850311Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3f73b3d3-1432-46fe-ae38-b57b04c96b4e · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.825631Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 63878261-c4ff-4375-9c8d-6b1ed313e3af · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.803813Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e69f0a4c-09a8-464b-970e-a30c795f5daa · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.782230Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 929c780a-19cf-43c4-a882-0def36303999 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.763083Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5720e8ca-10e4-4dd8-8aaf-724906431ef7 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.746051Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ac246c67-bcac-4a42-b305-9f7f1408ac70 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.730390Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 40a90488-7b56-4d86-8c56-070b4ff97225 · outbound
This paper cites Pjesivac-Grbovic, T.
On Topology's Role in ML Training Performance Pjesivac-Grbovic, T
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.231508Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8bac79f-409d-47ee-97f1-c2d3816d6914 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 53
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:40.744958Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7b7b1fb8-3971-4998-94d5-b85d44bf7be0 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 54
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:40.713559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6ca06087-1318-43fd-a472-18b810908603 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.248508Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3739bffd-fa94-4260-b9d0-1e177ce620c3 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.253187Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c873333-fb54-42b8-bbad-27defae74516 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 57
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:40.652051Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2220af5e-7e10-418a-890b-c2e6239eb8f1 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 58
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:40.612194Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 75190304-1f1b-4456-b966-6a594d118b78 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 59
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.713568Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 66589569-f6ae-4c71-9e7c-b7972f937527 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 60
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.677939Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation aab4f0a4-d537-44e2-86de-10265426eeae · outbound
This paper cites Shipman, Richard L.
On Topology's Role in ML Training Performance Shipman, Richard L
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:34:41.658798Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ae1e958d-e67c-4c1b-b93d-4d487ea4443d · outbound
This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.
On Topology's Role in ML Training Performance Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
Reference 62
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.291136Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b02c218-8f37-4e95-a4ce-d1ab954c549b · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 63
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.297272Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85ae2dbc-97cf-4b91-8294-ee84c22a3d88 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.640273Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a9242039-46e8-408e-b6af-7a1f8c89dade · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.619624Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation df265ccb-4a13-407b-be95-46154a73523f · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 66
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.600433Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a8bb16eb-3889-425b-bf36-c2c5421248c2 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.327839Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f392ec9b-c2ee-49eb-b194-2a5f2b988a78 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.579802Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 91774b1c-b355-4077-be98-f127c9d1c640 · outbound
This paper cites A Survey of Methods for Collective Communication Optimization and Tuning.
On Topology's Role in ML Training Performance A Survey of Methods for Collective Communication Optimization and Tuning
Reference 69
- Resolution
- verified exact
- local_arxiv, observed 2026-08-04T22:34:40.501346Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2a16dd41-3ad5-4b18-993b-8a136a6720b7 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 70
- Resolution
- verified exact
- doi, observed 2026-08-04T22:34:40.415780Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e1a7deb1-dbbb-4792-998f-b8079b6096ea · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 71
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.351689Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be8f0004-8bf7-46df-a901-070ec0982486 · outbound
This paper cites schedule.
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:34:41.555102Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d0020c25-1637-4ef1-9048-fab0c68c4cf5 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 2005
- Resolution
- unresolved
- raw_fallback, observed 2026-08-04T22:34:41.695877Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 775b8ae1-0cea-4b33-86c2-fec999bf5196 · outbound
This paper cites Comput.: Pract.
On Topology's Role in ML Training Performance Comput.: Pract
Reference 2007
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-04T22:34:42.142024Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c1e5b612-7b47-4ee0-9347-ee1434c41da6 · outbound
This paper cites an unresolved cited work.
On Topology's Role in ML Training Performance Unresolved cited work
Reference 2013
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:39.990722Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4384cce6-d820-42e2-a40f-cc0d4b8e21d3 · outbound
This paper cites InProceedings of the 2015 ACM Conference on Special Interest Group on Data Communication (SIGCOMM ’15).
On Topology's Role in ML Training Performance InProceedings of the 2015 ACM Conference on Special Interest Group on Data Communication (SIGCOMM ’15)
Reference 2015
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T22:34:40.310536Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6aba45c4-6ee0-4b44-82c4-62b6770783af · outbound
This paper cites In Proceedings of the Internet Measurement Conference 2018 (IMC ’18).
On Topology's Role in ML Training Performance In Proceedings of the Internet Measurement Conference 2018 (IMC ’18)
Reference 2018
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-08-04T22:34:40.827472Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
No inbound Pith citation observations are available.