Paper Citation Record · LEDGER

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems

As of 10 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 2 inbound Pith citation observations for arXiv:2505.15020.

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

pith.paper-citation-record.v1
2505.15020 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:31:08.567310Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:52:29.883265Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T02:53:29.573805Z

Reference resolution

63 of 63 outbound references displayed

verified exact4
verified fuzzy4
unresolved55
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a1b02417-1322-4d3d-8582-f9ab72c9c3b3 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.230274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f5d7c8ad-d27d-4449-9422-64e5186005fd · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.222031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 94ece3d8-43a9-4a1a-9ace-b9a1429659fe · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.214747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 00e35e86-4e12-44d8-93f5-a370a20b457d · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.207518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4a159152-2054-46e6-a939-7ed0edb66551 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.200711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 115e92de-d6a2-4d08-b08c-585f683ec4bc · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.192963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f9f89022-6267-400a-be84-d3dab2240b21 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.184946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d1e08ca1-4d57-4403-96dc-223244bbb1cc · outbound

This paper cites Optimizing Distributed Training on Frontier for Large Language Models.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Optimizing Distributed Training on Frontier for Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.395622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d99e67b7-4d4a-4765-aa04-48021665f7d3 · outbound

This paper cites Dorigo and G.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Dorigo and G

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:31:09.176334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0d06fb2a-cc1d-4cfd-a94c-9885126e9964 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.401507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec1d428c-300f-4389-8453-f7a1a3e49942 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.168918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 05f95326-db1c-4564-8cda-147df7695cfc · outbound

This paper cites DeepPERF: A Deep Learning-Based Approach For Improving Software Performance.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems DeepPERF: A Deep Learning-Based Approach For Improving Software Performance

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.407134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e18d67e2-6821-4e60-8bc7-f1f4ce907d13 · outbound

This paper cites Photorealistic Video Generation with Diffusion Models.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Photorealistic Video Generation with Diffusion Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.409975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73f3d9ae-05b6-4a92-a784-b02222c5483c · outbound

This paper cites PipeDream: Fast and Efficient Pipeline Parallel DNN Training.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems PipeDream: Fast and Efficient Pipeline Parallel DNN Training

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.413191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca7a3aa6-8836-4574-a037-6fa884254c1d · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.160501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a0bd5126-cbe0-4050-be92-b05651ffd81a · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.151126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7966d60e-e76f-4d89-9955-4f644a134b6d · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.142633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation eadc5ff6-a5b4-4a8b-b1ec-4534fc31fecb · outbound

This paper cites Jouppi, Doe Hyun Yoon, George Kurian, Sheng Li, Nishant Patil, James Laudon, Cliff Young, and David Patterson.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Jouppi, Doe Hyun Yoon, George Kurian, Sheng Li, Nishant Patil, James Laudon, Cliff Young, and David Patterson

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:31:09.134412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3f6fd1ea-a5b3-4f10-93b6-9d4190bf6bba · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.126024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ed034442-cd7e-4a94-99ea-39a0eeee6b48 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.117863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4c560602-2524-4532-9e24-f95ea4a2475a · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.109492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f147d39c-4a65-4da4-85cc-624fa23e0a02 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.101219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f8af4d66-ec39-43d4-a90a-27ad79418b08 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.092794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation af87043d-b417-4e5b-8469-c0121e10b397 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.084977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation be4e9b56-6ac4-4da1-9a31-44edab35746f · outbound

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

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.447367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88275152-4183-4df7-bca1-0c1684d9ac18 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.076615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3d21d09e-5a80-4f8c-ac5c-bbf2cbcd6b6d · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.453065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56c73d6b-b063-4e3a-a6b9-9fc01294e76d · outbound

This paper cites UniAP: Unifying Inter- and Intra-Layer Automatic Parallelism by Mixed Integer Quadratic Programming.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems UniAP: Unifying Inter- and Intra-Layer Automatic Parallelism by Mixed Integer Quadratic Programming

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:31:08.850140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8f9ee617-bb5c-48e8-94cc-86dbb76cc95f · outbound

This paper cites Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.463286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbd7c415-f04c-4ff8-af52-b289375da759 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.466506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eda92812-c306-4d7c-9475-8e3c0268c792 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.051381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8e76e7d8-9264-4bf1-bdd8-2ab55cc0329f · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.043662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 08e26b4c-594c-40d1-8370-a45bd495dd4a · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.035857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 510fa04c-eac0-43e6-a2f1-41462225fca8 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.026774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4d00c7f5-1aef-458d-8491-37195079755e · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.484456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcfec923-2acd-42cc-a82f-743dbe5d3ed8 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.014437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 839f0d2d-aa58-4c1b-a8b2-1efcf5f993b3 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.006297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 47f9b9a5-ebcf-4f4c-989f-b8f12b0fc07d · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.493878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e9d72e2-e888-4531-9a47-1462ec2102be · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:08.993771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fdbedbc5-2b68-4c24-a085-09a8ec0d0fe8 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:08.984726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b137d843-7293-4cbd-b9a5-d744832b0763 · outbound

This paper cites ZeRO: Memory Optimizations Toward Training Trillion Parameter Models.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems ZeRO: Memory Optimizations Toward Training Trillion Parameter Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.503842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80da0493-34b9-4689-ab82-e73d74ae6676 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.507324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7ab902f-4876-4fbf-b10a-4a9d746564d6 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:08.964468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 79730f1e-280a-4938-a12f-8cef6df11fc8 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:08.956303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c5a5bd68-5c09-43e9-8d48-4e6a5ff486b2 · outbound

This paper cites In ISPASS.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems In ISPASS

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:31:08.973022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f7106158-4d29-4004-b1e9-7ce79d06ff93 · outbound

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

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.522422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ffe648f-aef8-41ee-b4bd-8dc1f0568fd0 · outbound

This paper cites Gardner, Yiming Yang, Milad Hashemi, Graham Neubig, Parthasarathy Ranganathan, Osbert Bastani, and Amir Yazdanbakhsh.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Gardner, Yiming Yang, Milad Hashemi, Graham Neubig, Parthasarathy Ranganathan, Osbert Bastani, and Amir Yazdanbakhsh

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:31:08.948015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation baf51c0f-28bc-422e-99b6-4efc91e11c64 · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.519587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 253dd2ad-a269-428d-96b7-02979137f224 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:08.940458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0d13f331-2cf6-4b63-956f-a89451e3cf0a · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:08.931714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2d625b40-a00a-403d-be0e-81d4e7baa107 · outbound

This paper cites Make-A-Video: Text-to-Video Generation without Text-Video Data.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Make-A-Video: Text-to-Video Generation without Text-Video Data

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.528825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75a9c919-5e41-447f-8635-5c0aae5bfe46 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.541971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7e56e59-4859-4db6-9671-4b548109d1f9 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:08.923897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 30845ddd-b5cc-4108-880f-36afdf5d9425 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 54

Resolution: verified exact; raw_fallback, observed 2026-08-07T15:31:08.808232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b438f676-80d9-4cad-bb93-0d7cd1cf20bd · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.551540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26aa8616-0a17-4304-8827-193901ec8e03 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:08.908132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 90527b7b-64e7-4227-b954-98d4247450bd · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:08.915872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f1950223-fd4b-43db-b768-2d1fb233ef34 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.560465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e571ed46-374e-4430-92c3-c40a5b3748ff · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:08.899298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bd614a61-8923-462e-8ae2-99c6736ba5a3 · outbound

This paper cites TACOS: Topology-Aware Collective Algorithm Synthesizer for Distributed Machine Learning.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems TACOS: Topology-Aware Collective Algorithm Synthesizer for Distributed Machine Learning

Reference 60

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:31:08.673988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c5ad1f98-265e-4296-bce9-2457d185689c · outbound

This paper cites Efficient Direct-Connect Topologies for Collective Communications.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Efficient Direct-Connect Topologies for Collective Communications

Reference 63

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:31:08.596779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 579e9b17-91c9-4da6-8685-29ae196efa04 · outbound

This paper cites an unresolved cited work.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems Unresolved cited work

Reference 2017

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:31:09.059926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 31d0da0b-b8d0-442e-ad66-79628d9e4a71 · outbound

This paper cites PyTorch Distributed: Experiences on Accelerating Data Parallel Training.

COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems PyTorch Distributed: Experiences on Accelerating Data Parallel Training

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-07T15:31:08.456594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f477b404-937b-412b-9dc5-083a2c8a6dc7 · inbound

Learning to Shard: RL for Co-optimizing the Parallelism Degrees and Per-operator Sharding Dimensions in Distributed LLM Inference cites this paper.

Learning to Shard: RL for Co-optimizing the Parallelism Degrees and Per-operator Sharding Dimensions in Distributed LLM Inference COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T13:52:29.883265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1675b6f1-cb59-4af5-8be3-b130e75a7eeb · inbound

ChipLight: Cross-Layer Optimization of Chiplet Design with Optical Interconnects for LLM Training cites this paper.

ChipLight: Cross-Layer Optimization of Chiplet Design with Optical Interconnects for LLM Training COSMIC: Enabling Full-Stack Co-Design and Optimization of Distributed Machine Learning Systems

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-10T02:53:29.575254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.