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Paper Citation Record · LEDGER

VirnyFlow: A Design Space for Responsible Model Development

As of 7 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 2026-08-07T06:34:17.273281+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

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=sha256:76924418cd06c787b73ed372ec3e9ef63579d3607712b85fe728ddcfa8cfd75a

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=sha256:288e3b83028bad6f94afe9dc1b2918fad747a45b6c4e650b64ebbdc10f6bede8

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=sha256:95aee36c14b44c0583716245686b43fe8cd280976f14fffaa01ae09d573744a1

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=sha256:4ed9338748feeed0cb76224b76ba8f661c7166b0a5457eeecf031aed42c3301d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:13.943686Z digest=sha256:bad551ce59a379d880aa01ad4ee34fb815bdaf300e12692739929912e118dd9a

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=sha256:66f353fcf528ad7d0848e15a2f1193f7dc725c2d42c9aebf477be05bb4e0ef88

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:13.982145Z digest=sha256:c33e21b8fefa9c8d90504e5ddebbe6aace6ef1f2e84e0d7348f55e39f3368eb9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.001231Z digest=sha256:48847ed1c5cf47ea2eeda9bc51e3a890fd42658e73e900522061d28d1c7cdac6

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:cbcc7dbd14abf637bd8105a19c0025475a49b484ff6c0ad3c13f175f848b8b43

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.034619Z digest=sha256:badd2a240e9ff84ceafcc2d880a7e9d1e234eaa7b6475e7ecc5cdd567a8421e2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.052262Z digest=sha256:aa4f88874095bb418c2ce7541ed355eb2ef22e55e5b2e540510ec91160876e74

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.076182Z digest=sha256:f4990fa0c0db168fb0b9058af11c2ef9b86b4ba90ebdbe15f851efa8f4a6c074

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:b79682f271bfb284433485c77ed3f731675269cb0afc15a40a4e288886baaac6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.119770Z digest=sha256:2a5bc8cdd7561c84b491aa330a4a78e2db01db30782b2fb08f983bfa53d87999

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=sha256:9c6ad2cc4691c1d863f4d40a826aedb2998d56ddea8804cc7f5968530030aac3

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=sha256:5730174c238819ea9656187ed5b0a5d4e9dc40a1fecfc352cbcbb77409e0b747

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=sha256:743b028e7380136372229924f27c29ebd458c221ecdf5b00af586896c49df49f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.190027Z digest=sha256:47bb05bffdbc888115f8abef6cd916f62c18c7748855ad5e8a02971d52e6a7d2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.205871Z digest=sha256:50994ec018d1c8bae097ae25512a6ff7218d71f844de231a1a53687dde7fa642

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.227205Z digest=sha256:f379a330184754e11ae095972f83d5efe58476c234e200672ea3a43d9132cba1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.244918Z digest=sha256:0b5c9a63997b196b6711fc2e4f126f8e07011d10947599776f3b3d9dfedccaa9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.260844Z digest=sha256:3b778be80e3adf9ba5b09b1d08ac5fbdaa9d1a81b414f6068480dd2ff4a0a223

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.280750Z digest=sha256:ebd1609351cc52b50829c1ba63113706483feb74ce60ad07b1a63e059ea9a51b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.300861Z digest=sha256:20ed0fb20457b2ac10e6ed153d26bf4be9317be86f41aa4b1331e21d34785681

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.329613Z digest=sha256:25fa8f6b5bbd0ab9b3017b678a87abfa0d595b364a50a2a0a00b79573ff8ab00

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=sha256:06f0332aa2ad0aa31f10badf579ba92ac35b9afdb8838f54c923ac284e5a4764

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.361970Z digest=sha256:98c85145e9784a5958adee24e5c9ab3f3cd0720d300eb2497a020633d1acb70c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.382859Z digest=sha256:f11672c4a8bd712a79c7a47c7fcef05824261243a38e72254400707d255dac86

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.402963Z digest=sha256:3627afdb8171611adae43297e69ed99690945afd014dc519dff6e7b3fafbf1b2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.429733Z digest=sha256:7c5693eba2866e50d87f83e2a6a9222670c69ee85e1f4e1e8f3f85b412fa082a

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=sha256:7cbc5122ac04d79de8b2155b9105ffb64d3320bc381fa78c960331ebfd1cdd24

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:f0c439b1cd2c3c7a724559d4407eaad29572b6d57358680babc866fa832e229a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.483096Z digest=sha256:377072f643249295a6b7635a2ad300d87b4379b6af72bbcea8de965359bdc872

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=sha256:7861e428b845f9d7cd7b0959b571da135b351db822b4c909ae44cb0cce838f78

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.525775Z digest=sha256:362526359a3139f953806ab3ab8420a7c669f0b4eecfa7d5e32083a2fe217c3f

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:b6a5e1efca64d0aee172305617dc723d7926dff316b2dc643edda610dbe5ca63

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.574080Z digest=sha256:eba32077787004362716679c07f91c4e4bd74c075c8ad5d25b20b59763455738

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.591236Z digest=sha256:18d8e9897b7365cdd816fce96ed09e7284765403decf9b9d06594d4b270a27ea

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=sha256:0ebdc6a64506c51745f6fe2fcb5a9f273d4e14ee6aa0237b01f8b3d55a360795

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=sha256:71fdc74b65a9fa62d8f78714dad168e1b87eaea9a7997dc9ab78116acf796afc

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=sha256:1666d3ee7a823c9a0b6d90f0533e95ee74f80667467061432a2039c115fc452d

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:a95ec7a1c3de9c407f4236f89ce348a018faf7c7f46aad1e649a93e56f9ad1b4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.684183Z digest=sha256:9ceaaf08a4305cbe81d329c782f410e05305f19b53a056bc1c50b3ddfe8b7244

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=sha256:54abf101f1e9b1f152831ebc9bc2d4569248f98517c3031bbcd01c9e17f2cb48

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.746547Z digest=sha256:55a6d16ec25eac1d472dddc046175b16eb223f2bb524550341e8e1550f2f56b3

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=sha256:242c047fecc56add44af9952b39b3520765e68b47cb1f07545f93e9bd62cba26

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.780198Z digest=sha256:b142aa69a3d7f618c4be98e46647c42928e94a621de1fa8fc152be1e93583efe

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.794312Z digest=sha256:bc47eb649702c2e6581255257d9485f0c485a971f336483239c26419fb18e244

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.810453Z digest=sha256:545a67852267dd8fe480a46f9d7d413e0bdf074ddc1bfce616eee37459d17efe

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.830539Z digest=sha256:038fc725c6d107f6985446290090351ecc7a4a0aaf8d0170cc87194c0c13a513

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.846962Z digest=sha256:49cb8d60013e99579db9a3108d4a646fab9fd068b0faeafcb5ab3176389a7ac4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.862333Z digest=sha256:f1d6359e349d92abb1c9277b5d7bb71ddf8f4f3cdfcf2a4110e882f07ec0b787

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.876259Z digest=sha256:20157fdfd8aeadfc504cde9ea38efce91e84f45a242ab158e623ee9a3c0f20a9

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=sha256:422d9d5f2c5b4b5f35a94a3b93b686bec70ca1777830d079a3d7905b5e748178

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.907110Z digest=sha256:125257536d43daf5e2a71b93fe5f14d7ff195658d3484c59eb2affa15981d6e3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.934444Z digest=sha256:b20149cc00cd3894af7a9ebdc84d0e8bb5242a138973e3f50ade97e1ce6a8b74

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.953274Z digest=sha256:ee9a75226eb3c9acb0e9b2c3340d914d049e6115e26e308d0be357a1d91d8e60

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.969727Z digest=sha256:6598f3bc1fd76b8703b3b6d2b18c792b144be0667662e63fb460128223ebeb67

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.982653Z digest=sha256:c9ecd42180c6bf58cde0d42ec60266cdc1f667d78957c40e1b9cfb8c64fc3a73

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=sha256:6e4f63a226cc28b04a6497288d3ded6edda2567d2addede4b584a25c5202a456

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:15.026471Z digest=sha256:4cbb3563f530801484e9dbddd2323c8caaf5ad6e542e2b25c6364b617ca19b60

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:15.042558Z digest=sha256:3ab1f974d9bbf93af5d9acd7149807071d33e5e2fc2acb394e11cb6390c22114

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:b3928c8f9d7dcae90003b423589a10860c358c00c00d9eb67d1fd487ba0e7886

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=sha256:98cb026265d065853182b354aa06798c85d0f4922fe5c31d76de2c51dad28b53

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:15.098735Z digest=sha256:bdd0b8a46ff24783156f472d1b19e1c3dc52e45f54c2be7b3562e272596d2134

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=sha256:7f78ccbe10b0dac1f2a19980dd3e6fe85016e8526c10c1acf80d56cf1b9b7e13

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:15.135000Z digest=sha256:ee2d5167caf6716d942f637490a32959e6c7a1e4d42158beee64128e763ce0d7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:16.393891Z digest=sha256:32ed528b9bc74394f05fe811e006515ade82fe4fa928fc6e15cedb797e5bb044

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:dd057c82bda4175d44952a32aecd2e784ad4eb9e6b28d64687f298bce7c34120

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:16.424865Z digest=sha256:c4fa92c4f8fea5d644d25191c5257cb040abcf9097a1f7c289eb7ce0ddc10a7d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:16.441910Z digest=sha256:2cf31e45f097a28ac45ca934bd0ea41104fc2c4170f3e011885af8d34a625963

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:16.454597Z digest=sha256:cde1cdcd31834d9bfa420cf541ef26419024a171ffc15d32503ef32b3698ab3a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:16.471739Z digest=sha256:c747ac2aa69cea23f3496679a43c3f0c96d1d4cca6aa0792e1c2a4c3d9ff5bf1

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=sha256:5a5a38a7ff187d3bb4b5c2caa5958b82d926acc85cfeaa1b949b9589cdc1a048

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:16.505675Z digest=sha256:ba8f7a18485cc6bb4417809dffef0b3c38f96b9657b72d558216400406fd7858

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:16.526656Z digest=sha256:59eb39e67323413e0be2610129e6c8db7733950270a7285f62c251fef9a5dba2

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=sha256:85c92be9010f8d2f5c43485f6009872761d81ccc26e2d1cbaf93335c14945846

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:16.568801Z digest=sha256:efaa8bae6b55128b68200c6fc85b7b895af3f7f6558308898f49c5f405f9d8b9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:16.584438Z digest=sha256:d5dbf3ca39e6a958123be622c3b7ceca9f89de17bb3514de47ed489138d1c8e1

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=sha256:272c984a4939fae95474b01a002ac6ff5348705f3f78391e1f79b88fc812f6c7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:16.626191Z digest=sha256:2f061528250e185266b972e6a9dcd930dceac29b462d133e42e1867e412c1d8d

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:c0e2f5d2545efec2505cdf8f7ed076efa6e37fbdaf1cf7ba6585efa37c10abaf

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:44:14.700597Z digest=sha256:bdd8ff58bac183c4f2117789c21fed607263107819a50ecc0551abbebea2cb99

Pith citing papers

No inbound Pith citation observations are available.