Paper Citation Record · LEDGER

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance

As of 18 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2507.22556.

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

pith.paper-citation-record.v1
2507.22556 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:36:24.505857Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

48 of 48 outbound references displayed

verified exact3
verified fuzzy26
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1b722f83-efad-4aa8-8e68-1cdf23942b81 · outbound

This paper cites Breiman, Statistical modeling: The two cultures (with comments and a rejoinder by the author), Statistical science 16 (2001) 199–231.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Breiman, Statistical modeling: The two cultures (with comments and a rejoinder by the author), Statistical science 16 (2001) 199–231

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.641413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5e2f5ccb-9345-4d39-9e28-af49a602be12 · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.622572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 89af6fdf-6701-4171-a3b7-5e42472a2431 · outbound

This paper cites Semenova, C.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Semenova, C

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.603256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bed8a10e-eb68-4bad-a74d-7252ce2fd248 · outbound

This paper cites Semenova, H.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Semenova, H

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.585966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d17469d0-436f-42e5-ba93-ad037a68cd37 · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.566269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e14a3345-4e8f-4f02-9578-6bd80fcaf67d · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.549118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ed04bf32-4ca6-46af-bbae-af2275dc7c45 · outbound

This paper cites Watson-Daniels, D.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Watson-Daniels, D

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.531381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 41116665-529d-4d52-97ef-f6a92e28e5b7 · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.511073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4be2a33f-a369-427e-8304-564a42113d99 · outbound

This paper cites Sahoh, A.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Sahoh, A

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.493752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 19b1d65e-f8dc-4c43-9b86-92e9afb92f94 · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.475272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 33cc8e0e-67bb-45ec-afe0-9b5106e172da · outbound

This paper cites Zhong, Z.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Zhong, Z

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.457956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7a61148d-5eb9-48cb-bcf2-7202f7426ffc · outbound

This paper cites Ciaperoni, H.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Ciaperoni, H

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.438838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 99ecb291-7d4e-43c4-a29e-a9607786aa54 · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.414569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 124e9163-c644-41a4-94d6-113d45c5713a · outbound

This paper cites Coston, A.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Coston, A

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.396411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8d393431-cf66-4c1d-aaaf-f259529a0555 · outbound

This paper cites Predictive Churn with the Set of Good Models.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Predictive Churn with the Set of Good Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T11:36:23.747319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a96c89a-fe03-4732-9ebb-b6e1ec520e16 · outbound

This paper cites Fisher, C.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Fisher, C

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.378312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation da45314c-86b6-494c-9b07-4e8e04d6b8a8 · outbound

This paper cites Donnelly, S.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Donnelly, S

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.361047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eece6247-a15e-4ddd-a3cf-f08d5fa0b626 · outbound

This paper cites Smith, R.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Smith, R

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.345610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c18bb88a-9745-437b-871b-c1f3e21c0540 · outbound

This paper cites Variable Importance Clouds: A Way to Explore Variable Importance for the Set of Good Models.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Variable Importance Clouds: A Way to Explore Variable Importance for the Set of Good Models

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-06T11:36:24.905908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 30fa91b7-efd6-4ac7-8577-48e585f7c21e · outbound

This paper cites GAM Changer: Editing Generalized Additive Models with Interactive Visualization.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance GAM Changer: Editing Generalized Additive Models with Interactive Visualization

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T11:36:24.237603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0584d88d-dfeb-47dc-a8da-49ad48758d7a · outbound

This paper cites Biecek, H.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Biecek, H

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.325264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cb1c9e34-a74e-4881-a707-fb899edd7bb5 · outbound

This paper cites Amazing Things Come From Having Many Good Models.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Amazing Things Come From Having Many Good Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T11:36:24.371896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96bc6119-84b1-4252-a66c-c590774f5363 · outbound

This paper cites Sacha, M.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Sacha, M

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.309675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dec7cd3e-4d7d-48ed-8de0-68ddc7150d0e · outbound

This paper cites Chatzimparmpas, R.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Chatzimparmpas, R

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.282568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ccd11309-25e7-4003-aee9-bd035920e0af · outbound

This paper cites Sietzen, M.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Sietzen, M

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.266570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 36ba1bc8-ee99-4e2c-ac18-2e4500808ab0 · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.250800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5a4043cd-7af7-4ae8-96a0-ffeea0eacf71 · outbound

This paper cites Streeb, Y.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Streeb, Y

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.233904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6a4559a5-0b10-4ae1-93b6-5f5783b392d9 · outbound

This paper cites Gurung, T.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Gurung, T

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.216534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0bf8f7fc-1e75-4d53-b480-438369308a14 · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.200281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 38c61f9f-a09e-448a-9351-6c6c5055c97a · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.182023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f805cf32-ccd7-4310-80d3-38f99cad497d · outbound

This paper cites iGAiVA: Integrated Generative AI and Visual Analytics in a Machine Learning Workflow for Text Classification.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance iGAiVA: Integrated Generative AI and Visual Analytics in a Machine Learning Workflow for Text Classification

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-06T11:36:24.845806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5fb81af2-d2b7-4558-acb0-d3e0405f018e · outbound

This paper cites Palaniyappan Velumani, M.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Palaniyappan Velumani, M

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.164886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4fd32e28-4c49-4036-b144-6f8063af963f · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.147869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e371e026-a34d-48e2-84b4-c8af337f0af8 · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T11:36:24.431068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3d10907-102d-4f4e-811b-8c9d9835fa07 · outbound

This paper cites Breiman, J.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Breiman, J

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.131789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 71a490a6-7d02-4dc7-9c5b-e2bea1ecda22 · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 36

Resolution: verified exact; doi, observed 2026-08-06T11:36:24.549388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cb3adcaa-7257-41d0-8f13-ee83e5f2521a · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.113617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9fe68647-7e7c-4b63-b5ce-3883bae42b1d · outbound

This paper cites Ye, J.-H.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Ye, J.-H

Reference 38

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T11:36:24.817866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2a66c51a-f985-44c7-8830-84d099d27809 · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:25.097275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 16f0a7c9-623d-469a-826b-3a4a5a25fdfa · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T11:36:24.462144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 236bb59a-b8e6-44b4-937e-1cfc05b71472 · outbound

This paper cites Hayden, Z.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Hayden, Z

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.075633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4e90dbe5-d03f-40f7-a99a-682d56566823 · outbound

This paper cites O’Reilly Media, Inc.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance O’Reilly Media, Inc

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.056861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 02780baf-cc59-478c-b24e-cd055ebc0280 · outbound

This paper cites Shneiderman, Human-centered AI, Oxford University Press, 2022.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Shneiderman, Human-centered AI, Oxford University Press, 2022

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.038079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c72dfe2d-ec4d-462f-9aaa-4b2910bfe2b2 · outbound

This paper cites Shneiderman, Universal usability, Communications of the ACM 43 (2000) 84–91.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Shneiderman, Universal usability, Communications of the ACM 43 (2000) 84–91

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:25.017729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e4e384c2-19ac-4d95-bb8f-5f742f76a3ba · outbound

This paper cites an unresolved cited work.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:36:24.994075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b8021fa1-d899-4557-aa29-3aaa49086bc8 · outbound

This paper cites rashomon_bound_multiplier.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance rashomon_bound_multiplier

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:24.975471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7ddc561b-916d-4322-8904-62f0b4bf590b · outbound

This paper cites Four are in each cluster with the mathematical format above the Figure.

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Four are in each cluster with the mathematical format above the Figure

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:24.958053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 79d6fc67-b851-4ccc-a4a6-7f419080d0e2 · outbound

This paper cites Figure 9: (a) RBF-heatmap mode (Left).

VAR: Visual Analysis for Rashomon Set of Machine Learning Models' Performance Figure 9: (a) RBF-heatmap mode (Left)

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:36:24.940663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.