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Paper Citation Record · LEDGER

Demystifying Pipeline Parallelism: First Theory for PipeDream

As of 4 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2606.03498.

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

pith.paper-citation-record.v1
2606.03498 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T11:21:52.068934Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

25 of 25 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved20
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f3d314a4-997d-40f8-8cfe-d283b70f1b1f · outbound

This paper cites Proceedings of the 27th ACM symposium on operating systems principles , pages=.

Demystifying Pipeline Parallelism: First Theory for PipeDream Proceedings of the 27th ACM symposium on operating systems principles , pages=

Reference 1

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:787ff37a3528595961581fb227933378e5e526ef32003139853ac36dde0c92bd

Observation 34c9fad0-6b9a-4aa6-83e0-a0fdccece0ad · outbound

This paper cites Proceedings of the AAAI conference on artificial intelligence , volume=.

Demystifying Pipeline Parallelism: First Theory for PipeDream Proceedings of the AAAI conference on artificial intelligence , volume=

Reference 2

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:2ef1eedae7e8224a79185317231764a1c84116b8d971c830731ba01d332bfff8

Observation 02703f82-30f9-4e8d-ad1e-448b512a230f · outbound

This paper cites Advances in neural information processing systems , volume=.

Demystifying Pipeline Parallelism: First Theory for PipeDream Advances in neural information processing systems , volume=

Reference 3

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:8265bc94de9d5e6f14853a4072348ce4352a76d521e1583d437184dd13f66ec6

Observation 24db7f3c-7a50-4488-9886-9114013d0cdd · outbound

This paper cites Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour.

Demystifying Pipeline Parallelism: First Theory for PipeDream Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour

Reference 4

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metadata mismatch
local_arxiv, observed 2026-07-02T01:56:28.483080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:cae34059815eaf253377f8e055c79a18c0f4696326d9a0a312d2eeeaff799677

Observation 70439139-55d6-409c-bcba-adfceeaa58a5 · outbound

This paper cites Advances in neural information processing systems , volume=.

Demystifying Pipeline Parallelism: First Theory for PipeDream Advances in neural information processing systems , volume=

Reference 5

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:1f3a6490cda9af6d410fe8528c8662713e7ecf33ec2e2ec51067ade7c41da8dc

Observation 4592ce23-ab1e-4f0e-95e9-021c87aa9e83 · outbound

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

Demystifying Pipeline Parallelism: First Theory for PipeDream Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 6

Resolution
metadata mismatch
local_arxiv, observed 2026-07-02T01:56:28.492381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:901ac9bcc2b67fb92764903cc4d136f9b792395be59c98ab2578757c3c7f54ab

Observation 72c11270-2e3c-4f1e-bb1e-c5a96b4dc627 · outbound

This paper cites Local SGD Converges Fast and Communicates Little.

Demystifying Pipeline Parallelism: First Theory for PipeDream Local SGD Converges Fast and Communicates Little

Reference 7

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metadata mismatch
local_arxiv, observed 2026-07-02T01:56:28.474776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:d709ae01e2c85707f6bc04d2bb07ee170415558183f056643d7dc236a26be18d

Observation 29a517a1-75f7-41a7-80ad-5faa13c28db8 · outbound

This paper cites Don't Use Large Mini-Batches, Use Local SGD.

Demystifying Pipeline Parallelism: First Theory for PipeDream Don't Use Large Mini-Batches, Use Local SGD

Reference 8

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metadata mismatch
arxiv_id, observed 2026-07-02T01:56:28.479115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:7fea0062058e0895b11394439b1aa9f7422293bf63ada4fc7b23068353696f96

Observation a886afba-f13b-47d7-a84b-b4dba42a5e84 · outbound

This paper cites SC20: international conference for high performance computing, networking, storage and analysis , pages=.

Demystifying Pipeline Parallelism: First Theory for PipeDream SC20: international conference for high performance computing, networking, storage and analysis , pages=

Reference 9

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:48bc9fddc7f7156142d0ce03c3586f22ef00a7a59359c3cdda0a6da61f5cfdad

Observation a39b84c7-5d6a-4cec-a3ee-ec29b234fed5 · outbound

This paper cites , author=.

Demystifying Pipeline Parallelism: First Theory for PipeDream , author=

Reference 10

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:3a242c000b3ff0319d5bd823f684b61570339746e7cfc44725350d78b3380914

Observation ad1b5575-e7ae-414e-af1b-7362f29a2402 · outbound

This paper cites 16th USENIX Symposium on Operating Systems Design and Implementation (OSDI 22) , pages=.

Demystifying Pipeline Parallelism: First Theory for PipeDream 16th USENIX Symposium on Operating Systems Design and Implementation (OSDI 22) , pages=

Reference 11

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no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:56aafffc9b9bc2073b4b72ced7ed10a042281b585a2137776ead43c392c7cdf4

Observation 7ef6ffc8-8e92-4591-9c1a-977506cb0111 · outbound

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

Demystifying Pipeline Parallelism: First Theory for PipeDream PipeDream: Fast and Efficient Pipeline Parallel DNN Training

Reference 12

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metadata mismatch
local_arxiv, observed 2026-07-02T01:56:28.486918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:20756ed87859f85b509dd6df08fa74a7448c2b350ab771d69aab3d5642979c1d

Observation 82e6f78c-9f68-4c1c-9f27-c30532ab781d · outbound

This paper cites International Conference on Machine Learning , pages=.

Demystifying Pipeline Parallelism: First Theory for PipeDream International Conference on Machine Learning , pages=

Reference 13

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:3dfa1ac0f99109364f085feadd59b8b01db698a8b46617ab82eb5585b1e10896

Observation 2cb16f41-4ddf-40c4-902d-f18f8d9ac193 · outbound

This paper cites Proceedings of the 26th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming , pages=.

Demystifying Pipeline Parallelism: First Theory for PipeDream Proceedings of the 26th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming , pages=

Reference 14

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:07ee0071e332d4179ed436b331364fcdc03596a19bbfd190969730cab4180f01

Observation 888c4993-64c2-447a-9425-9455623fa5b9 · outbound

This paper cites Advances in neural information processing systems , volume=.

Demystifying Pipeline Parallelism: First Theory for PipeDream Advances in neural information processing systems , volume=

Reference 15

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:47222894025ae1cee1a0ed172027625ed543ec4291bb8423057a4cf1fad630d7

Observation 65d726b3-397c-46fe-b316-80301ae386ce · outbound

This paper cites Advances in neural information processing systems , volume=.

Demystifying Pipeline Parallelism: First Theory for PipeDream Advances in neural information processing systems , volume=

Reference 16

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:c27a51c992cc1024a7b04c64cdb2ee1d07fe1a0d60b7f4115c978473a8d483f3

Observation 83b6d884-931c-4c36-a61b-8f1865aa162a · outbound

This paper cites SIAM Journal on Optimization , volume=.

Demystifying Pipeline Parallelism: First Theory for PipeDream SIAM Journal on Optimization , volume=

Reference 17

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:2fd23a0b96423317c0b8ebb58ea2e780b0bb9c6477902e793b0f55d192a45f2f

Observation 2caa9bb3-2b78-47ad-b2fe-13a9eecd7633 · outbound

This paper cites International conference on machine learning , pages=.

Demystifying Pipeline Parallelism: First Theory for PipeDream International conference on machine learning , pages=

Reference 18

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:5a8013f7703c171a9b4f18e65bac45e00cd271d2e3b419acbe999cf47f8040f8

Observation 0620a3b4-06ec-471a-9e74-74663ee5f664 · outbound

This paper cites SIAM Journal on Optimization , volume=.

Demystifying Pipeline Parallelism: First Theory for PipeDream SIAM Journal on Optimization , volume=

Reference 19

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:c39f621c3ee66e3ec87041eb5ccadef326ce7b24cbb387cbea56a4364c36ac18

Observation 1982521e-c105-412b-98d0-3b52d4b8400d · outbound

This paper cites Mathematical Programming , volume=.

Demystifying Pipeline Parallelism: First Theory for PipeDream Mathematical Programming , volume=

Reference 20

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:b76daa94ce303e3046056077ca09c923b909b9f4cd206645a0c9123c51576de8

Observation cd95a2f7-aab5-453a-9f45-39c9ad975751 · outbound

This paper cites SIAM Journal on Optimization , volume=.

Demystifying Pipeline Parallelism: First Theory for PipeDream SIAM Journal on Optimization , volume=

Reference 21

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:9c2bb140847f5b6f5b60c1971479abe42fc7392cd35b4dc02759bd8ce015de05

Observation 1f1047d0-aaaf-4f10-be35-6c323cb2a128 · outbound

This paper cites Advances in neural information processing systems , volume=.

Demystifying Pipeline Parallelism: First Theory for PipeDream Advances in neural information processing systems , volume=

Reference 22

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:69b7e9e00cf630530e837be241d29382bfeabe5694c4f0a41e0f0ef2c6971487

Observation 5d9edb83-6409-48ad-9447-645f1ec2e417 · outbound

This paper cites 2025 , howpublished =.

Demystifying Pipeline Parallelism: First Theory for PipeDream 2025 , howpublished =

Reference 23

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no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:59d0e445d109b303312f0ed30cff8704da18e70eca9fe488233258892a209c06

Observation 8fd8d748-cbd6-4744-8f85-4bf02ff66e45 · outbound

This paper cites 2022 , howpublished =.

Demystifying Pipeline Parallelism: First Theory for PipeDream 2022 , howpublished =

Reference 24

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no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:b16a70dcc38f2dfe437dee63ef2625056a76e7a8c4a506187d26317bd4e063d8

Observation 166ba706-d669-4224-84af-e02004cd3554 · outbound

This paper cites 2015 , howpublished =.

Demystifying Pipeline Parallelism: First Theory for PipeDream 2015 , howpublished =

Reference 25

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unresolved
no resolver link, observed 2026-06-28T11:21:52.068934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-06-28T11:21:52.068934Z digest=sha256:3dbd633304cd09a159e3bf64d720c1becd6c062ab168bcca1d1609790a84cab8

Pith citing papers

No inbound Pith citation observations are available.