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Paper Citation Record · LEDGER

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives

As of 16 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 1 inbound Pith citation observation for arXiv:2509.05627.

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

pith.paper-citation-record.v1
2509.05627 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:30:48.632654Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-12T05:01:55.677150Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-12T05:41:26.891371Z

Reference resolution

66 of 66 outbound references displayed

  • verified exact5
  • verified fuzzy23
  • unresolved38
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1e63ef04-2ed8-4638-b445-6b8d2a2d9ae4 · outbound

This paper cites URL http://www.jstor.org/ stable/1341935.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives URL http://www.jstor.org/ stable/1341935

Reference 1

Resolution
verified exact
raw_fallback, observed 2026-08-15T16:30:49.356721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 9fa3f87f-2b94-430a-8e43-dc2c7e0a9e58 · outbound

This paper cites Loomis: Wisconsin Supreme Court Requires Warning Before Use of Al- gorithmic Risk Assessments in Sentencing.Harvard Law Review, 130(5):1530–1537, Mar.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Loomis: Wisconsin Supreme Court Requires Warning Before Use of Al- gorithmic Risk Assessments in Sentencing.Harvard Law Review, 130(5):1530–1537, Mar

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:50.068714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.244734Z digest=sha256:5671fcff6d719886aa48cc79f8d92943fe2ec4a12f58f7fe150ca94cba7fb41c

Observation 618ae90c-9884-439d-8b38-d5e701c81a28 · outbound

This paper cites SAS Analytics Inc., January 2019.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives SAS Analytics Inc., January 2019

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:50.054605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.250428Z digest=sha256:f35bc146c1b5bd37e8a308e623de7d0459101467314c856540adbe4314e02a9d

Observation 84d3c714-396e-4be1-920a-7598bcd375f5 · outbound

This paper cites Unemployment Insurance Agency, July 2022.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unemployment Insurance Agency, July 2022

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:50.036218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.263074Z digest=sha256:b8715d3c6884cbe022ab5d66f459ed7ce7b1d794bcec22aeab661f78874ea773

Observation 1cfd88d4-d261-4d80-b846-83988a2ab007 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:50.020203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.269014Z digest=sha256:033f67b759cff22f9eadca27439aa8e693cd90cbb4228c216e25f5f830aa0189

Observation d1bdb25e-2bb7-48c8-881d-c7fba6f13702 · outbound

This paper cites Agarwal, A.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Agarwal, A

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:50.006470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.274413Z digest=sha256:32e8f31883c71e1a6ec4778c881623e630b3366db36a2957939b25fd4858c644

Observation 5114c956-c3b1-4c28-87fc-f1ff676e6be1 · outbound

This paper cites Bahri, E.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Bahri, E

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:49.988922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.279807Z digest=sha256:e65ef935cddaaa0b6ce81a869f5b809a525102b1b434a08c934b7cc3405703ab

Observation 9e708b38-533c-461c-ba85-6e14ac45585d · outbound

This paper cites Barocas and A.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Barocas and A

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:48.287980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.287980Z digest=sha256:3caf036056346ce857e9601ccdadc06cafd6f5a021054a009c7c061728bf769d

Observation a3ae5aff-f482-4a32-a02b-749aebbec68b · outbound

This paper cites Bastress, Robert M.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Bastress, Robert M

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:49.974629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.293821Z digest=sha256:1dc1d670c9cd1f6e3c7bf89d2ae63d31afbc9acaa6cb0fd207a11f617bdc4421

Observation 17f61f67-8054-4cd9-b607-a507be142e60 · outbound

This paper cites Bertsimas, V.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Bertsimas, V

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:49.957990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.298345Z digest=sha256:bedf808e69e8d3f14f9bac3c07226151f5d4d5398e05149f787e6ed9f7984978

Observation 132401c7-3c98-4a21-9c9c-06d872422870 · outbound

This paper cites The Legal Duty to Search for Less Discriminatory Algorithms.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives The Legal Duty to Search for Less Discriminatory Algorithms

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:48.303375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.303375Z digest=sha256:0deed902674f60164df0f182de13caa585da6a9483f1a7b5661762c45bbf5b9f

Observation d69d29ac-67e3-49af-8ebb-922cd0a1d19e · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:49.940323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.308391Z digest=sha256:1c1978b788233ef127dbbec9b46328a778b4086641461e742bd4b40e24c6fd26

Observation 43f8a994-6ac8-49cf-bbc6-0a34862ae10a · outbound

This paper cites Boucheron, G.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Boucheron, G

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:49.927123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.314678Z digest=sha256:d0450181d9bc79cd6dde7ca97442090dbf1422752e53a4cca2f43ef5f14e0177

Observation 9802798c-8da2-4708-815f-3e62ebc974bb · outbound

This paper cites Brown, J.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Brown, J

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:49.912050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.326736Z digest=sha256:3479d035f61f851025a602e186536ca3f7da68eba672b9e3809cfbd248fba795

Observation 0202337f-bd57-4327-8f3a-76c9e4a4e188 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:49.897526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.332197Z digest=sha256:4e0e6d28c4381f15e5b0d0fff978e0b1863ae37ba6712ee4be83c83ac34c693b

Observation 74f3c750-feb1-431e-9b0d-badfe26266e5 · outbound

This paper cites Casper, C.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Casper, C

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:48.346068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.346068Z digest=sha256:636ef42888fa43f01e50dfdb2cddb0eafa2e97ac7b342a5fb61c81030f6a53fc

Observation 6b839307-48ea-4850-b8d9-031d56884da0 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:49.860041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.351236Z digest=sha256:362ddcf24e976b6dd17841363984a06f4450140dab173ef7837038df120d124c

Observation 48b8e5e2-15cb-4f00-920d-21353ca56f31 · outbound

This paper cites Chouldechova.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Chouldechova

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:49.841494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.356051Z digest=sha256:98b0d632b9a6be3da3a65856bbaf2927a662497770896f639cbd003ac215d36d

Observation 09a90f0e-681a-4de2-bd66-5ac9ac6ffd25 · outbound

This paper cites Chzhen and N.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Chzhen and N

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:49.821428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.364145Z digest=sha256:b829d647bda866d91777bbb73f8973acf92f1038266c597f83e9613d0ff7a6a7

Observation 43a9badc-f1f7-471b-b266-fe1b322b4244 · outbound

This paper cites Costanza-Chock, I.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Costanza-Chock, I

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:49.802669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.370143Z digest=sha256:1582cff142d9662aa046e2e696c9d1882eb21fd7533f14ac2cd05819b9f0e7b5

Observation a68ff286-34ff-4fbb-a320-32931e055340 · outbound

This paper cites Feldman, S.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Feldman, S

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:48.376420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.376420Z digest=sha256:aa56525a67769e50ef1ed087ce22f41bea4ec474473a94cf44d495092a97d24b

Observation adb57139-0d64-428b-af5a-858a830407d8 · outbound

This paper cites Franzese, A.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Franzese, A

Reference 22

Resolution
verified exact
raw_fallback, observed 2026-08-15T16:30:49.059413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.380888Z digest=sha256:c9107ca7dd471ef8b99498232b52108771ccf8572cc47ce7d7a30ad23572cf1c

Observation f15fd47e-258d-4082-9913-8f05ee72cca8 · outbound

This paper cites Friedler, S.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Friedler, S

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:49.784184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.385370Z digest=sha256:68d7c3d2f3ce3a9b036e1f19af28919fac0a606980e53181823069723011b20e

Observation 131d0a1d-c2d3-4fd1-92da-6883d99f9f25 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:49.769646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 0fca1570-69a6-407e-b696-85a2e22e03cb · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:49.753061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.406407Z digest=sha256:4b9adfd51b292a43679be2b6393e1a0eb660c6f4e2719e2a2ca9702106e19b6e

Observation 924bde14-fd95-43ff-9bb5-8c4a58ba392c · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:49.728303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.412462Z digest=sha256:247c5af070094c8dbdc8ffeccf40eb6242a955123d7480f1e0e1845065a4f202

Observation e453a726-41e1-42b9-8795-dbd7c408a0f7 · outbound

This paper cites Hardt, E.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Hardt, E

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:49.712426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.418173Z digest=sha256:16dcc365b5aab1abe580a99c1ba40ea771c858eccdafde77d2620370c7c45121

Observation 953f5984-0b1e-4ccf-8736-fba8028e9b63 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:49.696657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.426319Z digest=sha256:09ccac6697b148ab97818e8c95d0376c030d6e5758b710c15bf4a4cd49758bca

Observation 2928cc08-b230-45a3-a880-87192a36662a · outbound

This paper cites Built-in Headwinds.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Built-in Headwinds

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:30:49.684186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.431664Z digest=sha256:d8076a76d88008e797f767b2a73f512a167fe70a34e246ff1341bf1f393fcc07

Observation 827766a9-5d0a-44c8-946f-6677013e740a · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:49.671138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation cf3a7f7f-6ac4-48f8-9885-80c3afee0786 · outbound

This paper cites Deep Learning Scaling is Predictable, Empirically.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Deep Learning Scaling is Predictable, Empirically

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:48.444465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.444465Z digest=sha256:4ab9082d575582cf0c92d8056b0bf7610bd01c331f9f8f6772723d539258c3ce

Observation c6c02be2-5228-4283-bf11-a42ae916bb1d · outbound

This paper cites Training Compute-Optimal Large Language Models.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Training Compute-Optimal Large Language Models

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:48.455880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.455880Z digest=sha256:56a95f20823bc5889b3898988104070ae8e3984014476781367f83e07bb1e1f4

Observation c3b10f9b-64d0-4fa2-b25c-ef011ff742a1 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:30:49.657593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.462828Z digest=sha256:5bf3a6299910f56d57838e3b73ea881399753a26fda386ba044fe590022f2c54

Observation 1605760b-b94e-4c95-b939-5c814a09710f · outbound

This paper cites Pareto Efficient Fairness in Supervised Learning: From Extraction to Tracing.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Pareto Efficient Fairness in Supervised Learning: From Extraction to Tracing

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-15T16:30:48.868795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.467803Z digest=sha256:67bfbbd4d865a9d8627ab8af98d26bfaf9aff5b6fff7857ab39e688f3578ba84

Observation 3175e83a-8d8d-4936-93ba-88018f17ea2a · outbound

This paper cites Kamiran and T.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Kamiran and T

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-15T16:30:48.476040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.476040Z digest=sha256:850c62de79ef8e9f15db0a882a2ec4de748f38a27f21bc427418d8432dcefeee

Observation b0e06c1e-87cd-4317-b9b9-d10279997ebf · outbound

This paper cites Scaling Laws for Neural Language Models.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Scaling Laws for Neural Language Models

Reference 36

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unresolved
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source=pdf_text observed=2026-08-15T16:30:48.480100Z digest=sha256:ffe82ecad3cba0e955ee48cde000a04966c7ba37e77eb2035078dd1de9ccf93c

Observation 097bcedc-0935-4db6-bb97-51d88db17032 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 37

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Observation 117a49aa-3781-45b6-bcbf-5143a33826a4 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 38

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Observation 9852b067-30f6-40dd-b1c9-06e33b6eb1b7 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 39

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source=pdf_text observed=2026-08-15T16:30:48.496332Z digest=sha256:5b759d5665b929ca4a19d4e2f8c3c7091f4e2eb796b5b0159aab8a92ff7184b0

Observation 26d854bb-907b-4d22-abd4-fc75ebb83214 · outbound

This paper cites What Constitutes a Less Discriminatory Algorithm?.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives What Constitutes a Less Discriminatory Algorithm?

Reference 40

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source=pdf_text observed=2026-08-15T16:30:48.502874Z digest=sha256:40fb7a54ebdcd75a05e4dc230296556b82883a193b34a20dfe16949394fb027d

Observation 90440b0c-c731-46f1-8dd7-d5dc5adcebf6 · outbound

This paper cites Liu and L.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Liu and L

Reference 41

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source=pdf_text observed=2026-08-15T16:30:48.507997Z digest=sha256:138f574e9f17aea2c6880536fd89b03e9a620534ad34cdce36eb1e8cb29e5e0d

Observation 28f2f7bb-0e96-4f28-a879-f9317daf9c22 · outbound

This paper cites A Safe Harbor for AI Evaluation and Red Teaming.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives A Safe Harbor for AI Evaluation and Red Teaming

Reference 42

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source=pdf_text observed=2026-08-15T16:30:48.512989Z digest=sha256:d488cf35c64197ede1f4086bf1505a470d3cae8bbb44d6dc8b814351a2ee5eea

Observation 32e8776b-665d-44f1-b324-18fe2bdbe0ce · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-15T16:30:48.518239Z digest=sha256:d2d6f1f1d9751275e8b287d16fc661db9bb41c8dda4274f920df36163ae8c246

Observation 569ce329-6137-474f-892a-608fd3af5826 · outbound

This paper cites Metaxa, J.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Metaxa, J

Reference 44

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source=pdf_text observed=2026-08-15T16:30:48.523929Z digest=sha256:b4de92edfe9e6bc355fdac7bd27e51434d9e92d6c14e397b167dedbb8cf618c5

Observation 05c2bd96-a36f-49c5-b7fa-67e877501c5a · outbound

This paper cites Insurance topics: Big data.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Insurance topics: Big data

Reference 45

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raw_fallback, observed 2026-08-15T16:30:49.566660Z

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source=pdf_text observed=2026-08-15T16:30:48.532896Z digest=sha256:27ada25291dfe03d566ac2b35e0a304cad0e87cb9264e014d45514119b016e5a

Observation 1bd64e67-cd59-4521-9cf6-307758c44f95 · outbound

This paper cites 2023 Life Artificial Intelli- gence/Machine Learning Survey Report, December 2023.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives 2023 Life Artificial Intelli- gence/Machine Learning Survey Report, December 2023

Reference 46

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raw_fallback, observed 2026-08-15T16:30:49.551577Z

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source=pdf_text observed=2026-08-15T16:30:48.537309Z digest=sha256:d6d81890a45bc9020240e1275b96fe25268ef8b05f6618f956e2e3e521a63012

Observation e538fc27-89b8-46f4-9706-11cc50c59a56 · outbound

This paper cites Learning the Pareto Front with Hypernetworks.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Learning the Pareto Front with Hypernetworks

Reference 47

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source=pdf_text observed=2026-08-15T16:30:48.542512Z digest=sha256:5c765efd4c754595f1771d6cc3e3438f54b78f45a451a1a19927f0bac957b75e

Observation 3929d610-445c-48b9-89dc-6000048a3dc4 · outbound

This paper cites Ojewale, R.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Ojewale, R

Reference 48

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raw_fallback, observed 2026-08-15T16:30:49.537750Z

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source=pdf_text observed=2026-08-15T16:30:48.547961Z digest=sha256:4d7a91f4aa513b8d0b06aeba9d64f32429099c1b42370e930fe296ed0e08feb9

Observation 28fa9856-d4f7-471a-a8bd-ce0a6becd703 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-15T16:30:48.557304Z digest=sha256:ea391a8156816c5b2368a79dc8628aa00afa6c33ac62689faef3c011026d91be

Observation 6b30c60a-7bc9-4f4a-bf28-9279a9a4dfdf · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 50

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.563149Z digest=sha256:9f474d3a0e2881383475f2c890c6e2c2514dfac1aa36f052b121bdfc0fe89156

Observation d04a7978-9239-454b-bb3e-68b2e7eeda96 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-15T16:30:48.568947Z digest=sha256:238ba0187b18522bca9e837b164f018ee4daa570f6cd119c366905c670ee5e34

Observation 79bdeb97-76dc-4cec-b0a0-b5106ae0fce3 · outbound

This paper cites Consider the Alternatives: Navigating Fairness-Accuracy Tradeoffs via Disqualification.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Consider the Alternatives: Navigating Fairness-Accuracy Tradeoffs via Disqualification

Reference 52

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local_arxiv, observed 2026-08-15T16:30:48.776106Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.574509Z digest=sha256:505715f5d1c15aff2aee5a5d6862c8ecd1221b81070fb18b7067f69379d22d56

Observation dd467b5c-ff94-4e33-9cde-065df3ebf90f · outbound

This paper cites Ruchte and J.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Ruchte and J

Reference 53

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source=pdf_text observed=2026-08-15T16:30:48.580403Z digest=sha256:a4d632d7064efb7c34594f9083af91b16962569e34d21a08f2576f75a4625723

Observation aa3fc113-60fb-4546-bf01-87c170c5c78a · outbound

This paper cites Rutherglen.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Rutherglen

Reference 54

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raw_fallback, observed 2026-08-15T16:30:49.450258Z

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source=pdf_text observed=2026-08-15T16:30:48.589975Z digest=sha256:80a0e5b8ab688b8f1df3967297ce7b4207c8d000d7860d18f30bb04b27535114

Observation a1840a61-06ec-4ae9-b448-e62ef90bdce4 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 55

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raw_fallback, observed 2026-08-15T16:30:49.432223Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.596454Z digest=sha256:1f5dbd619bfa90a878704e6d2bb1d8edc2d819e0bd013c583af86cf32c8b8aad

Observation 5de2a77b-248b-46e6-9f8c-c45e64ea4931 · outbound

This paper cites A Hybrid 2-stage Neural Optimization for Pareto Front Extraction.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives A Hybrid 2-stage Neural Optimization for Pareto Front Extraction

Reference 56

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local_arxiv, observed 2026-08-15T16:30:48.754777Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-15T16:30:48.601842Z digest=sha256:8d439ca865646db34da0ca97e55721bed1c5bcf06b9f76894ee7974d5946f571

Observation 03154f70-504e-4ffe-a414-8817c49b7aa1 · outbound

This paper cites Solaiman.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Solaiman

Reference 57

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source=pdf_text observed=2026-08-15T16:30:48.606873Z digest=sha256:3f5a2889a42b168c73911aaef5b0e5d4acd82f4a590741b41994f4c60cb1da22

Observation a5dc8d67-7237-4ad4-b188-1087394473a9 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-15T16:30:48.611215Z digest=sha256:fadea7da90138f8281fee3cb60fde4ff5fca9aba56478142214d2955e1e579e2

Observation 2b62b265-e117-4c02-a9af-83e7672ae178 · outbound

This paper cites Terzis, M.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Terzis, M

Reference 59

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raw_fallback, observed 2026-08-15T16:30:49.387731Z

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source=pdf_text observed=2026-08-15T16:30:48.615591Z digest=sha256:88a066f8f3ce792ab8c6a3bf720024674c3841ce883b5d17745a3f729fc87487

Observation e059d499-d3f9-4122-9f42-48116c858995 · outbound

This paper cites Trustless Audits without Revealing Data or Models.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Trustless Audits without Revealing Data or Models

Reference 60

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no resolver link, observed 2026-08-15T16:30:48.619519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.619519Z digest=sha256:830ec364a3c1047c118b6181e2c7d9989a66a1ddb3d7f48b0bfa80268929b3eb

Observation 42231739-318a-4d6b-b999-f6056139617d · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 61

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source=pdf_text observed=2026-08-15T16:30:48.623780Z digest=sha256:44bf8c3eae5a9bc7efa7cff6d706f4e9af9846cdecedf9fbc76f9b241482fbd6

Observation 52f404b2-81bd-4c0b-ae88-8a2d63b6a22f · outbound

This paper cites Bayes-Optimal Fair Classification with Linear Disparity Constraints via Pre-, In-, and Post-processing.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Bayes-Optimal Fair Classification with Linear Disparity Constraints via Pre-, In-, and Post-processing

Reference 62

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.627694Z digest=sha256:0d2dc05aa36569d92d34bdc59ce602d3767f6b9a4e7f5c1414e5582c795bdd38

Observation 6a20bc86-662e-456b-bce6-c7fcc5ccb84b · outbound

This paper cites A survey on measuring indirect discrimination in machine learning.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives A survey on measuring indirect discrimination in machine learning

Reference 63

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.632654Z digest=sha256:8e1a7202edd1c37bf281c123a628fec5d4ced272e67885f1b8d1091289a6975b

Observation 79a5e87a-78ee-403b-84ec-b69f29262604 · outbound

This paper cites an unresolved cited work.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives Unresolved cited work

Reference 338

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.391348Z digest=sha256:14c48ae51c13d718b4990cc6a0d8a74f3bc1883531ab958117bc11f54e5f5713

Observation 46f031ea-0c80-412e-9b72-eb3cb14bccea · outbound

This paper cites URL https://doi.org/10.1093/ acprof:oso/9780199535255.003.0002.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives URL https://doi.org/10.1093/ acprof:oso/9780199535255.003.0002

Reference 2013

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no resolver link, observed 2026-08-15T16:30:48.322122Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.322122Z digest=sha256:614d020fd547b6055569e7a5c12e7ed8043c3d0f8ccd1184fb3c1739ac62fcd7

Observation 8acc02bb-4535-4276-b340-8464a17413e3 · outbound

This paper cites ISBN 9781510860964.

Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives ISBN 9781510860964

Reference 2017

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:30:48.338707Z digest=sha256:6d1ddb51e1f2815b1c01ce4e9caebbfd84031f0e38db9b63fd7e4b8fdcc65263

Pith citing papers

Observation ba10df93-4716-41b1-8c45-fb485eeb3a43 · inbound

Fairness vs Performance: Characterizing the Pareto Frontier of Algorithmic Decision Systems cites this paper.

Fairness vs Performance: Characterizing the Pareto Frontier of Algorithmic Decision Systems Audits Under Resource, Data, and Access Constraints: Scaling Laws For Less Discriminatory Alternatives

Reference 9

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arxiv_id, observed 2026-05-12T05:41:26.893609Z

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source=pdf_text observed=2026-05-12T05:01:55.677150Z digest=sha256:7f4c47bff01e3805ac3a6cbe8fc856c5d3e6783ae4d2d11ca8bb9fffa5700bbc