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Paper Citation Record · LEDGER

MathOptAI.jl: Embed trained machine learning predictors into JuMP models

As of 7 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 0 inbound Pith citation observations for arXiv:2507.03159.

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

pith.paper-citation-record.v1
2507.03159 v2

Coverage vector

measured 2 of 2 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:25:02.481160Z

measured 2 of 2 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

2 of 2 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d3144a8-084a-4b2b-8fb1-aa71299b10c7 · outbound

This paper cites The SCIP Optimization Suite 9.0.

MathOptAI.jl: Embed trained machine learning predictors into JuMP models The SCIP Optimization Suite 9.0

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T20:25:02.404749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:25:02.404749Z digest=sha256:9570731106cc0e7d3612fa8e703a517e21dee2c040e6cce9164c26126876bbe0

Observation cedb6743-7d91-4c3a-a3ff-9e31cc5afb37 · outbound

This paper cites Innes M (2018) Flux: Elegant machine learning with julia.Journal of Open Source Software3(25):602, URLhttp: //dx.doi.org/10.21105/joss.00602.

MathOptAI.jl: Embed trained machine learning predictors into JuMP models Innes M (2018) Flux: Elegant machine learning with julia.Journal of Open Source Software3(25):602, URLhttp: //dx.doi.org/10.21105/joss.00602

Reference 2

Resolution
verified exact
raw_fallback, observed 2026-08-06T20:25:02.741861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:25:02.481160Z digest=sha256:bee0e6b335a9c9b9ab32548079dd2188dd5268794562edd26657d8f3f6a74e3a

Pith citing papers

No inbound Pith citation observations are available.