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Paper Citation Record · LEDGER

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility

As of 8 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2602.07195.

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

pith.paper-citation-record.v1
2602.07195 v2

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T03:43:06.611373Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

22 of 22 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved22
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 45a15d5e-76cb-48b3-8d58-1c69d11df068 · outbound

This paper cites MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:05.501625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:05.501625Z digest=sha256:9217367e503b17642203b26efbb2f60015479e09200141f7df14a6edf4a9eab8

Observation 85003fcf-4e22-4acb-a989-2891e03023d5 · outbound

This paper cites 2025.pigar.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility 2025.pigar

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:05.553526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:05.553526Z digest=sha256:12edafb46b27b693b9a62a4f8c40bdfdb18b21a1b23b6ad54d70a8c43fb43e19

Observation 57e0e91e-f396-44b1-9013-4f7060fce2c1 · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:05.686078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:05.686078Z digest=sha256:bc74a0449d2a1d23f2223d3a8fce1ede55908aa638c408125b4bbf45ff23921c

Observation 2813ab25-a97a-41a1-83c0-4685535c04bb · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:05.744490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:05.744490Z digest=sha256:60599d167b4ecc4408b3a4f45d867f534c8e137a23b14b3eaa1cbe8d67bc6fb5

Observation bcdc280c-619d-4135-80f4-d72e44cd14b3 · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:05.803245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:05.803245Z digest=sha256:89136753dac311b196d5d07000c5ea52dcc284ce4cbc3ee2abcbe98b2878103f

Observation e852962a-3769-475b-aa4d-a4501a1dc2f1 · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:05.908249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:05.908249Z digest=sha256:b75c7de258946fd6ccff86c91729c8c9dae77746e46dd9467ddd7ec6ec61e877

Observation 841fbf93-8232-4d6a-bd90-0fe12062619e · outbound

This paper cites 2025.tiktoken.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility 2025.tiktoken

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:05.933356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:05.933356Z digest=sha256:fe3c730f7fc9236036f4d7735dfdafccc6f9927152aa21be69b3cd7a78c1105c

Observation c922c474-e2b0-4ad1-ac9f-551d03b6b297 · outbound

This paper cites 2025.Learning to Edit Interactive Machine Learning Notebooks.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility 2025.Learning to Edit Interactive Machine Learning Notebooks

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:05.980042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:05.980042Z digest=sha256:87ab8710cf302a2f592f1f290fe349611e2625ac172f42b03780664dd77b0e5b

Observation cc85e4d3-0d28-4626-8614-9ca9fe453e04 · outbound

This paper cites 2025.How to Use Kaggle.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility 2025.How to Use Kaggle

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.004456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.004456Z digest=sha256:ab0e00fe699037fe7aed18381c35a244ff15f68c1b14a0086979cebd2009514f

Observation 6a6db300-072a-4f01-9ef6-6306760b6ee2 · outbound

This paper cites 2025.How to Use Kaggle.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility 2025.How to Use Kaggle

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.033680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.033680Z digest=sha256:48d2a9e78fbe41505f471a607cad30ddd483d13a74c828b7152a73b8b422d580

Observation 5f247fe3-9490-4fe0-9acd-b4f69c33996f · outbound

This paper cites 2025.kaggle.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility 2025.kaggle

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.065570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.065570Z digest=sha256:f2c5e395c8eadedb1e0f5f317ae07b82ba7bf6c7c2bafe82c907f4c6beef98e2

Observation 652a8bba-31f0-4a7b-a253-1ece266fa6f4 · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.080889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.080889Z digest=sha256:6f806bff2d15f8f7780d6d65f7368cf1df680363253640d3f88e9f3d1bff8bfa

Observation 17775d4a-4b35-43cc-a8fa-c09ebc32de87 · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.118708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.118708Z digest=sha256:acb24e6593ca8b76cd13bb9fa27bad3400fbc373df2740ae7798724f3f4f0432

Observation b8f8ad37-fcf0-4910-adaa-1abc07140a8d · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.162786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.162786Z digest=sha256:d13e21addaec7c6bb4d0ea8a1b27da663b837424b30a535e3bbb9ffc1913e8fc

Observation 7c2e89b5-d020-4ab9-aa5a-98d60007b3e5 · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.195794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.195794Z digest=sha256:3b2a198bcebe84aa57538b4796a69ff9160953ed60848d995bf46ed36debacc1

Observation 0d426319-2d1f-4ded-8590-62ac74006b4d · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.228928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.228928Z digest=sha256:3b7e20ad057ea57bf551f3527cc93fc4552b801db30f66856777c08666f50881

Observation 42f998ec-83a5-44ee-811b-997a26a28480 · outbound

This paper cites Muller, Soya Park, Justin D.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Muller, Soya Park, Justin D

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.263075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.263075Z digest=sha256:8ae88d1e7e55ab3a89257e569190b3855ddaada916788f1421bfebb3710a4a16

Observation ad60b7f0-0270-4143-9263-657111a93f8e · outbound

This paper cites 2025.LLMs Meet Library Evolution: Evaluating Deprecated API Usage in LLM-Based Code Completion.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility 2025.LLMs Meet Library Evolution: Evaluating Deprecated API Usage in LLM-Based Code Completion

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.325597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.325597Z digest=sha256:bf94ab2b8bd18bfdf299842b3e7465ecd64d7f4bad1682c94a9a4a738b92ad6f

Observation 6cd94705-197a-47a7-a040-e852ffa4ba67 · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.417539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.417539Z digest=sha256:3881e5e308c29203e1c7f56e21a98e43b83bb33601775be78198017ba4b3477c

Observation b1e2b501-57d8-49dd-8650-5e8ea2e9c7a2 · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.479504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.479504Z digest=sha256:cf05928e874ac41d3225777959a1047bbd1fb62cb2b99e8d72c85468e52ac037

Observation 4c646cc8-c316-4552-92cb-2a5c244fe413 · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.548214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.548214Z digest=sha256:216f6ea6e90605dbff62b20b938bcbd6d0574fcaa01dc0d76ec03f2f1348eb66

Observation 79c47d45-092a-4da6-a218-da0c31e4b8b9 · outbound

This paper cites an unresolved cited work.

Automated Modernization of Machine Learning Engineering Notebooks for Reproducibility Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-03T03:43:06.611373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:43:06.611373Z digest=sha256:46675c2da5655449244b44c5b4dcd3f01bc802feb35146580cbfe69b676d2084

Pith citing papers

No inbound Pith citation observations are available.