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Paper Citation Record · LEDGER

VirnyFlow: A Design Space for Responsible Model Development

As of 9 August 2026, this Paper Citation Record lists 83 of 83 outbound references and 0 inbound Pith citation observations for arXiv:2506.01584.

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

pith.paper-citation-record.v1
2506.01584 v1

Coverage vector

measured 83 of 83 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:44:16.626191Z

measured 83 of 83 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

83 of 83 outbound references displayed

  • verified exact7
  • verified fuzzy2
  • unresolved73
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a7f418c7-8643-4b1d-bf67-494fd6013c1f · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:13.402852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:13.402852Z digest=sha256:8224aef4eb6b40324f492dfdbee11b835e1161c2f576999f346022861fa8962e

Observation 20afdb8e-d0fd-4379-94d2-bd9c9e67ef3b · outbound

This paper cites 2024.Apache Kafka: A Distributed Event Streaming Platform.

VirnyFlow: A Design Space for Responsible Model Development 2024.Apache Kafka: A Distributed Event Streaming Platform

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:13.881831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:13.881831Z digest=sha256:01982b04e23d94a788b286d839223eb788114e6b1d9aedf1ac3567333b0db83d

Observation 87e50113-9f53-4441-b89b-8ca540d481b9 · outbound

This paper cites 2019.Bayesian optimization and data science.

VirnyFlow: A Design Space for Responsible Model Development 2019.Bayesian optimization and data science

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:13.908766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:13.908766Z digest=sha256:6a54ae4d44bb1ebad156b2bcbe9341ca13cd55d483d130c3447dcedf4f4aeee5

Observation df32312f-78a3-4ae9-82b5-3fffe292511c · outbound

This paper cites Still More Shades of Null: An Evaluation Suite for Responsible Missing Value Imputation.

VirnyFlow: A Design Space for Responsible Model Development Still More Shades of Null: An Evaluation Suite for Responsible Missing Value Imputation

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:13.927650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:13.927650Z digest=sha256:57027ea9c0f2fb21dc239dc81cc2d340ac9eff78f1037e9cb7678f7693759d3d

Observation a172b084-0ebb-476e-96cc-3960314755c5 · outbound

This paper cites An Epistemic and Aleatoric Decomposition of Arbitrariness to Constrain the Set of Good Models.

VirnyFlow: A Design Space for Responsible Model Development An Epistemic and Aleatoric Decomposition of Arbitrariness to Constrain the Set of Good Models

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:44:16.941931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:13.943686Z digest=sha256:d2cf88fbca69506602019de7a90eea4a1079bb6cf7998e15a39abf7a747ad27c

Observation a2b5b49a-a29f-420e-b311-f95dd9ad6c55 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:13.959979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:13.959979Z digest=sha256:9eafe8a76f3327d8e732d0e253ffcf43f9956312d3a25809204a1cac485ec6f8

Observation e1144581-45d2-41db-81f9-8a3a02f465e3 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:19.214148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:13.982145Z digest=sha256:1f523ad8227c9505e6e73eef7e8b21b087328c8bf1f80a5002c06333de1d34a1

Observation dacf2c62-694b-4c63-a9da-5736231e306e · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:19.192549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.001231Z digest=sha256:2f3888513f07c123adbf7e8c2463bf4b3316c6b4260632bd5e4dc49db1726933

Observation 6a8914c4-ea5b-4d7e-8269-018ed4173546 · outbound

This paper cites 2023.Fairness and machine learning: Limitations and opportunities.

VirnyFlow: A Design Space for Responsible Model Development 2023.Fairness and machine learning: Limitations and opportunities

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.021001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.021001Z digest=sha256:2822b335670e7c88bfd6b1e878908729ee78acaa20d93c31076b89fbfc61a2ec

Observation 26c71eea-657f-42bd-9316-95502a72a074 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:19.152881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.034619Z digest=sha256:bbbc562dd54afd458239e3f817d0c7fe69ebc77e6b25d7fae1b2e0bd0a2e2474

Observation f02b92a5-ea5e-4fc3-97d4-c84c98d57fb6 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:19.134612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.052262Z digest=sha256:e9a43a81a3882d3548f9466277db3a3ff0f7e10ed35d72a5d0303d80f7e6d4d3

Observation 760f6363-15f5-4bc4-93f1-3f52589b2f8c · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 12

Resolution
verified exact
doi, observed 2026-08-07T11:44:16.877943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.076182Z digest=sha256:9e67aedf71464f90c469736c4975a1cf719e4388f7b1199a463abf446e8c5c19

Observation 76b72ddb-13e2-4d98-9114-ad5218baf381 · outbound

This paper cites Selective Ensembles for Consistent Predictions.

VirnyFlow: A Design Space for Responsible Model Development Selective Ensembles for Consistent Predictions

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.097643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.097643Z digest=sha256:f38a41a682bb40ec73ef42a29a0e87eabd9080d5a3349023c5ecd3de5c9d4050

Observation 8fb06271-56dd-4a82-ad73-9e25456c76da · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:19.110537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.119770Z digest=sha256:61dcf6e7d6df32fa225712efd4df4f85148668448f0e0dc632ca34d2a3ccaa39

Observation 53dbd28d-12fe-41cf-82eb-e190b043d7d8 · outbound

This paper cites 2016.MCDA and Multiobjective Evolutionary Algorithms.

VirnyFlow: A Design Space for Responsible Model Development 2016.MCDA and Multiobjective Evolutionary Algorithms

Reference 15

Resolution
malformed identifier
no resolver link, observed 2026-08-07T11:44:14.134858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.134858Z digest=sha256:eaf7bab1f4b705ddb073b83ddfaf0733f833b37d976f794fee7f528909f9da9b

Observation 31c6ff1e-2248-4a09-ab00-c6b67aa25e1a · outbound

This paper cites API design for machine learning software: experiences from the scikit-learn project.

VirnyFlow: A Design Space for Responsible Model Development API design for machine learning software: experiences from the scikit-learn project

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.154782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.154782Z digest=sha256:9ca71c3b20b0c5cd262d1e5ecb45535883968b904fafffe58b337dc4e109c423

Observation 03103c2d-d615-4864-8fd4-f638274c200a · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.177695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.177695Z digest=sha256:8c84a287831186f6091908c58d23187eb786916fa3d534cc176136f66b3c5fbb

Observation 416ce3b9-57fc-49e8-b54e-7df9a59398c1 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:19.077507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.190027Z digest=sha256:15d154b2e351d69b721876d5a3eb222eef89e315efd7efeff4a85344d276f810

Observation 47ab293e-36f1-484a-b57c-2761cdf0b014 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:19.056894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.205871Z digest=sha256:5d759783a10e51a69b7b05fe459c637da0fe28f3a365e8be10978f9e399af75a

Observation 3d8eb860-7f31-45f5-95bf-1bc1a4807d70 · outbound

This paper cites Darling and David J.

VirnyFlow: A Design Space for Responsible Model Development Darling and David J

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:44:19.038628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.227205Z digest=sha256:53078ef9758cfba209fc9b59a2b0af5dc292eebae07eef53fe21960436b1d620

Observation 1a10af56-07ee-42c8-a666-ed5ddf6637bb · outbound

This paper cites Fairer and More Accurate Tabular Models Through NAS.

VirnyFlow: A Design Space for Responsible Model Development Fairer and More Accurate Tabular Models Through NAS

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:44:17.458232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.244918Z digest=sha256:3e447d12faf9da48ab37d6b40d7f12bb82a8144e7ed529f658cc0d4a0eaab867

Observation 5e01e54a-44d7-4067-86fd-fb644e784d18 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:19.016067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.260844Z digest=sha256:54948dc71e5d583ba0432e352fe438914836b7a5f0bc7702f90f88ea8900724f

Observation bb8894b4-57fc-47d3-9606-f88ec4509e02 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.994063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.280750Z digest=sha256:20eb63c6583286adb4f174c3b72381c04a5d74c5a8bd0b7f30ed1f607e51d9d6

Observation d7ddcd28-edf3-4888-941d-f2108b4582bc · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.967057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.300861Z digest=sha256:1af898696d0c905d44c6d69df86cb6d5bd80ed04811a87d4ff8c383310cc0fe6

Observation 723c6544-fd2c-42f6-97a5-9973724987b4 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.945051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.329613Z digest=sha256:bca337a8c35407320ed513e414d908011215740ee7931c9c5eaff42db0670d71

Observation c431d0e5-0064-4711-9d59-73731017f5ac · outbound

This paper cites AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data.

VirnyFlow: A Design Space for Responsible Model Development AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.344263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.344263Z digest=sha256:386d95de959c9a714f0826a7ac1891678657806cdfc91431fe5f62b0edc2bc4d

Observation d8382c7a-57cf-44a7-b307-30356b868321 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.925496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.361970Z digest=sha256:daa1e97a98b0d7ab06f01ab848671ea45fa78afbd4815fdbb8175c48077b5efb

Observation 2b6b99aa-d89d-4c79-b59a-e9d3220ab494 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.902875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.382859Z digest=sha256:32d986d133ff0693d8f0f003dc8801d309ddeef7f2a6a6a5f94bab7adbcc89bf

Observation 1f83e897-ab73-48e1-ade7-d906ed580cd1 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.858597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.402963Z digest=sha256:8270181a0b3e3e0d66125b42f47e65b7863fcd9286ad82d370734daa782aaaae

Observation 0efd4d9b-b36b-45a3-90f3-0abdaa60363f · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.838081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.429733Z digest=sha256:de39dc126dd16f3f4ebc54114f23d85f4e724b1df05cef1eb578033f904e7185

Observation 8c92910e-17ea-4283-b5e1-b4c719cbe502 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.447980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.447980Z digest=sha256:6d810d6c2a6718bcf1b607ecbed588fd530ec392e79aa015388b2a8b6f34f633

Observation f3bba2dc-69aa-45a2-94e3-99962767f1c4 · outbound

This paper cites 2023.Bayesian optimization.

VirnyFlow: A Design Space for Responsible Model Development 2023.Bayesian optimization

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.465333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.465333Z digest=sha256:b91364bed9bb68ca6cf8043c74dc8c9765ce394cf787e6a40cfc78e5a01583a5

Observation 054bb4c2-9b6f-45e0-85c3-f7282023d90e · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.789874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.483096Z digest=sha256:5b05ea63c9385354c69deef873afa56f4a7ab382f64c6bd985bc98e53977a2cf

Observation f6bbc8d9-309b-4394-a954-3e6f225f644d · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.502942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.502942Z digest=sha256:21c95e07bebbae6dd75c675e187dee1253cc0554c4a55879fee9f41b9788af42

Observation 7b36c639-2779-4320-97a4-34c6256fbcfd · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.746151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.525775Z digest=sha256:3b6ed376b27a84da1345e97ec0b6df13a54a42e81e58f62fec4645055816b414

Observation 5c44d087-d63f-4328-9b5f-e5ad9751a4ff · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.552789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.552789Z digest=sha256:50aeb00979371ccf00f159016a28d43a47676d4572bee59c76454f8f8057d0af

Observation 47325955-cf29-4e00-94d3-982f0abf430e · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.710784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.574080Z digest=sha256:bf625e0e4a38b5b7250ea43c3ed84d8a2f8442fc1d90561414118dc948ef643b

Observation 95e3d6bb-2962-4ef1-b095-39a9f75a5763 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.688787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.591236Z digest=sha256:ae86c89d0fbb76f8fc334449dddc0bcc2e9aa69fbf844c75e530e66018834274

Observation fd889bd9-6d8b-4c39-9eec-60c1adf42a18 · outbound

This paper cites Jones, Matthias Schonlau, and William J.

VirnyFlow: A Design Space for Responsible Model Development Jones, Matthias Schonlau, and William J

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.609611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.609611Z digest=sha256:a3e42d6a2fa659c9ae400e3138404106a0ba15c70c2d96027adf9d85d9affc21

Observation f45470d0-6e71-4844-b7d0-9c4755248793 · outbound

This paper cites GANDALF: Gated Adaptive Network for Deep Automated Learning of Features.

VirnyFlow: A Design Space for Responsible Model Development GANDALF: Gated Adaptive Network for Deep Automated Learning of Features

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.626602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.626602Z digest=sha256:21a6724a7009f9c9c1a3b7c4b6bcb07982b6cd81038162d5ada82930413587db

Observation 0bc96f66-5f4b-43e1-93f5-94dcbcd5a277 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.642581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.642581Z digest=sha256:e4c282cef00ef96b932acc16b820f1ae0c50cf771d8d4b806a6a8e5a97a567a1

Observation 1710ccb8-bb0f-4d6a-8203-c4d5aa981224 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.669327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.669327Z digest=sha256:9349e2a35b52ecc0f06c815288a44975f005f96137f26fa36269801bb72decf2

Observation 709d4156-f00b-475d-acc7-54f097c29488 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.435772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.684183Z digest=sha256:2d9a181947f976e2e54d33044e2e69e4fa317d62934ecb0889e32921ce26d890

Observation 3fc09ed4-8348-400f-b571-747b09f83dc7 · outbound

This paper cites An Epistemic and Aleatoric Decomposition of Arbitrariness to Constrain the Set of Good Models.

VirnyFlow: A Design Space for Responsible Model Development An Epistemic and Aleatoric Decomposition of Arbitrariness to Constrain the Set of Good Models

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.721530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.721530Z digest=sha256:0718756919b18a16c13f3f83ad734ca174e7f0ab5d2cf26aceabe9bc17df7ba7

Observation 26ed20d6-5295-43ee-b9b4-d9c381c59013 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.376320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.746547Z digest=sha256:916cbacfb830c1b1c92421e8ff50976a32451bb43e4b297f5aa951449143b706

Observation d0383829-10ba-4f34-a489-ae23eac7788a · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.763090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.763090Z digest=sha256:1337239c557257eabf30ddb0fd80c859ca1c855e95995027cfe60411a3274707

Observation e2f6866d-20a7-4d08-b80c-cf78c0d1a082 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.327480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.780198Z digest=sha256:279a795d465a3460d7ca4200d3a6863bf745c2325cc7b42f1f1abed88d074d8a

Observation 2ff2939c-19b6-4f82-9e3d-3d5df6c85dbc · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.308200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.794312Z digest=sha256:171805d1284da899b4450474a51705700e55ebc2d8c094cb36d360800726a351

Observation d5bb88ab-b7c7-4f50-9943-0cd87135ba36 · outbound

This paper cites 2024.MongoDB: The Developer Data Platform.

VirnyFlow: A Design Space for Responsible Model Development 2024.MongoDB: The Developer Data Platform

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:44:18.287668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.810453Z digest=sha256:ca02f2b0e95f1070ebc4df9eebc2c8ff502624a683e7a3075892cda6cb2546ac

Observation f6431e02-b1d9-4b11-8635-987ca293edf2 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.254976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.830539Z digest=sha256:4023565cabcbf4df49644d895da7e6396b46b5a6e9bac3de5b34187be441f87c

Observation 49925af2-0830-4fde-8985-6a59ddd138bc · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.233803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.846962Z digest=sha256:7b83e9820e0c9df49b775a74ac744c793517d440647df04ccc6a64e8e1f242f9

Observation 30e20354-256d-473a-8bb5-dd76a3fd4f7a · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.210249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.862333Z digest=sha256:b46bb27c65328a0585b01cbadeceeb52d431267c088400a71077680a9ee16250

Observation 851e04d2-2f74-413c-9053-a1dea1f35e9c · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.189287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.876259Z digest=sha256:dcef09bf7f83ce9cba78bb31b41971b2f2314ca843622eff4fa161d92576eb2e

Observation f88bf27d-44cf-4150-a870-47945f607106 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:14.890832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.890832Z digest=sha256:523cc2308c9491c70165dc02d8a2cb926228eed9d592badc1b51867de667e350

Observation 4dfbd4dd-03e1-4315-adde-d96f57c1ebc3 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.136930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.907110Z digest=sha256:aebdd35204368899f289be905afe7c6cbfd9c1c3ded08276ac89d043c4eb0be8

Observation c24966c9-c2c7-45f9-a31b-adf5fc533c80 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.101761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.934444Z digest=sha256:0ee100a9606ab08f14a69f1aa449f4b86950bc134a59d0dd1e8ae8573e16a758

Observation 249c2bfb-919a-47e8-a920-5d569a57de15 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.065960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.953274Z digest=sha256:5bfb64ea8917101f7972b905d3073081809dbfe4457aed7b46a064f6659b0e02

Observation f952838e-c0ac-4d41-89de-e4082b1f5d00 · outbound

This paper cites Multi-Objective Automatic Machine Learning with AutoxgboostMC.

VirnyFlow: A Design Space for Responsible Model Development Multi-Objective Automatic Machine Learning with AutoxgboostMC

Reference 58

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:44:17.335911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.969727Z digest=sha256:be1c8665f29f93ac250705d31c3e6e4d021ec685404aa05b29288fa67d2d6f93

Observation 139a9cf5-0a4a-4de4-9b72-bd645bb10701 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.037053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.982653Z digest=sha256:94a5b4931c65d25b14d70e8a552b182e19d26ba5eb380b33b011df40cc587250

Observation f5711c0a-99e8-44be-9828-be3fbcdb6249 · outbound

This paper cites Automated Machine Learning with Monte-Carlo Tree Search.

VirnyFlow: A Design Space for Responsible Model Development Automated Machine Learning with Monte-Carlo Tree Search

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:15.001624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:15.001624Z digest=sha256:f97310d6208f3a1c9b4244426f463a7bcbbd23c036308a14049605028d92c0bd

Observation d95ab05e-693c-419c-9ce9-22134fd1dfb3 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:17.993102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:15.026471Z digest=sha256:92ccb38cd8face81995c98e6a9b1fb9a5b078da8552c4285f68911d8ca3aaae5

Observation 757eb8f2-b883-4cde-89d9-37062af2a698 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:17.964861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:15.042558Z digest=sha256:88d5a3a93ec0e19ef2604ac66e984cb5d831c741bea90e3d1334a5b882ad0175

Observation 4d35afcf-1859-487a-a283-7e686928ceca · outbound

This paper cites Adams, and Nando de Fre- itas.

VirnyFlow: A Design Space for Responsible Model Development Adams, and Nando de Fre- itas

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:15.056012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:15.056012Z digest=sha256:123a28236dbf7b00854c8d5dc0e5cfab6940657741be61b736734b4eb4a9d380

Observation d32d1d19-a6f2-4950-a749-92b1259c3d0c · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:15.072001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:15.072001Z digest=sha256:013d67e07b5d8acfa5071daa9a38c5e62b9b7fb577b11a71387b9d5522105733

Observation 32d8e20e-9b6d-4c03-9287-ee054d59290c · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 65

Resolution
verified exact
doi, observed 2026-08-07T11:44:16.779719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:15.098735Z digest=sha256:1a5ca98acf2ac6f657cff33991d4165a844e01d63cfe78d198086377c6aefb45

Observation 7c3aecfa-9b66-4925-bce8-8b5045effd15 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:15.116979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:15.116979Z digest=sha256:b1fd890aef0d578645f44a6528f3a27cb191c74870bc253c7040825a49321a28

Observation 129fcd6b-9476-48eb-b944-fc7044460fe8 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:17.852683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:15.135000Z digest=sha256:5862c76456ea11f6676644de08fb0b4e2c9a28138cabf5513d6376d72cd73b16

Observation 8c2c5e3c-33ee-4c1d-8a71-11d4423604bb · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:17.817924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:16.393891Z digest=sha256:df22aa21d85ec91dadfe3e8b30928ebc278d20813baa57b17ff6a0f8e1d6f6d0

Observation 4b30f721-8dfe-4e59-b4b2-088e3752e1e1 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:16.408791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.408791Z digest=sha256:ae807251dc2b585aceabb5241b178f9c856e7993d2970692b4fd941a483494b4

Observation d4082b73-3edb-41cc-b5d6-ec6affa364c0 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:17.765341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:16.424865Z digest=sha256:fb24312cffc13544b7cee630adaca1f4d07aaad7d98114b201f833e246921a17

Observation 970bc2fc-951b-4d48-a410-732dede9c069 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:17.739016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:16.441910Z digest=sha256:655afe190c2487bd78acbca1658447cb54cdea57a1d9603f6fe253557befc079

Observation ca5d04e3-fe17-48a0-9599-f4d5d8abdc37 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:17.709769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:16.454597Z digest=sha256:5c1a4e3dfe0db1efde2f79eaf3224907e5827c7edaa19cb6e54d528b7ef971a9

Observation ad5062e3-a4bf-4767-b40e-e618d1491818 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 73

Resolution
verified exact
doi, observed 2026-08-07T11:44:16.728391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:16.471739Z digest=sha256:697dd4df7b9ddae805d4927f4c3ef078b57f2bf8f09fa2f663b19b5c01b7d881

Observation 42a3a784-90f9-43e9-95ed-e433134cd5c4 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:16.490976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.490976Z digest=sha256:5aac2fe0b5cb90908ccb914047d50190145a4b138093740c54bef0cc79419483

Observation 7691cceb-71fa-45ae-a9a7-08e18d103648 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:17.679836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:16.505675Z digest=sha256:c04baf197afcd0096c544f340390c754da2d5dea1454ce3ef6927c7d6583ca18

Observation 6261af14-1538-4b0f-b592-bcc12d914872 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:17.650975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:16.526656Z digest=sha256:0d84743fc47bcb44674c8fde4524c192d273b130c3abbcbc7da053ec925a719d

Observation 30ed7c43-4859-45ff-991e-ab485fbda89b · outbound

This paper cites FairAutoML: Embracing Unfairness Mitigation in AutoML.

VirnyFlow: A Design Space for Responsible Model Development FairAutoML: Embracing Unfairness Mitigation in AutoML

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:16.549731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.549731Z digest=sha256:7b20a7e9cb64d0f369771a5b245f13833968c826bbf7e2f4905f86c4c0c06eb5

Observation 8e01bcc2-61b2-49e6-b713-c1daa90ae2d0 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:17.628221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:16.568801Z digest=sha256:c4d85500a865ffee5aed22641910fbc570661ab9fc4ce6c07f886c2ea4adbbb7

Observation 8d159af8-ff9c-4f78-9af7-260866b91fd3 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:17.597479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:16.584438Z digest=sha256:06f31c97d1e02764ecb1ea06ce627d1cfd4306c4483f637f0b29835cab746c3d

Observation d2167b82-9b8c-4f8d-98c6-c28c710db64a · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:16.607167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.607167Z digest=sha256:38609b6fdcc9f4ee186a1a6c60da6cf873efb4265ab300fa4f79782b881e174b

Observation afe4dec2-d099-4ec4-83a8-e01338256d8a · outbound

This paper cites female” and “non-White.

VirnyFlow: A Design Space for Responsible Model Development female” and “non-White

Reference 81

Resolution
verified exact
raw_fallback, observed 2026-08-07T11:44:17.115932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:16.626191Z digest=sha256:05afa3382fe3d7716256f41319e3cc4c1262f932db54caf105edad4301c88caf

Observation fcf532d1-0249-45c9-a5c7-9ed8a46aa6cd · outbound

This paper cites InProceedings of the 2019 international conference on management of data.

VirnyFlow: A Design Space for Responsible Model Development InProceedings of the 2019 international conference on management of data

Reference 2019

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:15.083756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:15.083756Z digest=sha256:04ce90bfa74baff90ee3b1888cc23472b11d32e7d8bb114ab1c2ba7dad319ee6

Observation ce79f184-4ac4-4d22-bd6e-458cac6e5747 · outbound

This paper cites an unresolved cited work.

VirnyFlow: A Design Space for Responsible Model Development Unresolved cited work

Reference 2023

Resolution
unresolved
raw_fallback, observed 2026-08-07T11:44:18.402754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T11:44:14.700597Z digest=sha256:6fafb0e882fd68435339d57b67cff9ef37482e712fc0643155ce9ddae74a02fd

Pith citing papers

No inbound Pith citation observations are available.