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Paper Citation Record · LEDGER

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting

As of 12 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 1 inbound Pith citation observation for arXiv:2502.07066.

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

pith.paper-citation-record.v1
2502.07066 v2

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T14:00:17.777301Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T09:48:10.362600Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T10:48:03.232170Z

Reference resolution

54 of 54 outbound references displayed

  • verified exact1
  • verified fuzzy40
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e5a28b80-f288-4ffb-b0ce-02462e302ceb · outbound

This paper cites an unresolved cited work.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:00:18.685038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 92cbd325-227b-483b-8b0f-e0c920878196 · outbound

This paper cites an unresolved cited work.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:00:18.672571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation eaf754c9-33e3-4853-8b51-907a2c3055bc · outbound

This paper cites an unresolved cited work.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-08T14:00:17.563838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T14:00:17.563838Z digest=sha256:bebab7f81c52b30faa83cb43140b7b9de4c37d73176f6e36c54fc46390c74c6e

Observation 17d4115a-8f63-4f0d-bd5a-f9b321daedf5 · outbound

This paper cites an unresolved cited work.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:00:18.660222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 277aa1ca-b1ee-4aa1-babb-ae0b1b7376d4 · outbound

This paper cites what do you want from theory alone?.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting what do you want from theory alone?

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.647777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.572725Z digest=sha256:02d9b553f3d74664fb28844ae49b5b8728bbf5995024f2e1f2289f21016ddbd7

Observation 25e9c693-484a-4284-bc12-e1acab9d3879 · outbound

This paper cites Statistical quantification of differential privacy: A local approach.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Statistical quantification of differential privacy: A local approach

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.635273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.577109Z digest=sha256:5d139a6341f07057bba31533c30112536b3375d71226cad59e424fd1e3981fe0

Observation 3c6cbd27-4656-4e0b-9634-d4393ef53d13 · outbound

This paper cites Advanced probabilistic couplings for differen- tial privacy.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Advanced probabilistic couplings for differen- tial privacy

Reference 7

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 8b3938d6-a8fd-45c4-82ff-c29f076c3f3d · outbound

This paper cites an unresolved cited work.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:00:18.609427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.585962Z digest=sha256:04ec476940398d4cca2c0f6c6f5ed2e6f398d1f73807a2e77cfcaee8641cece0

Observation e4947307-668e-40b4-baf3-6d16468efdf1 · outbound

This paper cites an unresolved cited work.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Unresolved cited work

Reference 9

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation c99a3ca0-1247-4397-ae2b-e392214ad13a · outbound

This paper cites Proving differential privacy via probabilistic couplings.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Proving differential privacy via probabilistic couplings

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.597059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.594343Z digest=sha256:d65d28f78f7168a8b5b90592e8482da65508826f5ffda2a0282559d72a9ae4cc

Observation 31fd31ed-5f67-41e3-9455-7a0110e3950c · outbound

This paper cites an unresolved cited work.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:00:18.584320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.598731Z digest=sha256:b06863c69d3127aa0f76b87687a087b888a852b2ea939b7085deb44845351d1c

Observation a69e49c9-44ef-4e09-8205-717c0074bdea · outbound

This paper cites Dp-finder: Finding differential privacy violations by sampling and optimization.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Dp-finder: Finding differential privacy violations by sampling and optimization

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.571942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation a7270c1d-f28c-4fdb-9236-eaea43928f15 · outbound

This paper cites an unresolved cited work.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:00:18.559409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.606656Z digest=sha256:b0802edbb63e663d42f4ab8aaee86bc85e7627a06f8b7f658192fa235e142a94

Observation 49f83933-52af-4f54-b1e9-e626d302718b · outbound

This paper cites Prentice Hall, 2001.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Prentice Hall, 2001

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.546564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.610674Z digest=sha256:8ff22d06679f935123ab0dc4bc0a642b3cea2568951ccb350e4f366185284985

Observation 27f2d717-5162-4be7-a728-bcda545afc74 · outbound

This paper cites Membership inference attacks from first prin- ciples.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Membership inference attacks from first prin- ciples

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.533908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.614702Z digest=sha256:44864556000569d15a3306d00af867f1fe335f1f2669fd158a5ed16b3bd32897

Observation ab91a436-12f2-4f27-847d-d04a71733b6b · outbound

This paper cites P., VISWANATHAN, M.,AND BHUSAL, B.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting P., VISWANATHAN, M.,AND BHUSAL, B

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.520977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.619243Z digest=sha256:e8aee7f80fe09be9586f7485d089adebd6df2c6c8f2a2f9269cb0f062789225d

Observation 1e9c4577-7b31-4c16-b0ad-8d0971933990 · outbound

This paper cites 31 ofStochastic Modelling and Applied Probability.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting 31 ofStochastic Modelling and Applied Probability

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.508359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.623205Z digest=sha256:91c3121c3aefd6545978194e8b3ef95fc2890b95697e334439127e1611d60781

Observation 27129755-2f97-4b79-bd9b-ae2c2b5d90f7 · outbound

This paper cites Detecting violations of differential privacy.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Detecting violations of differential privacy

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.495821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.627137Z digest=sha256:e000f38c8704d3e748d964047bf2059795e2af98f2541c12cb7a4f09f96a341b

Observation 97454f1d-08e7-483a-bd02-2ea8dafdc29d · outbound

This paper cites an unresolved cited work.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:00:18.483266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.631299Z digest=sha256:f8163bda170959a0738a88f51118d5743c7233ff9f28db0d8a2472e4aad050fb

Observation c843b522-e6b0-43e5-bc0e-7cb1165c1250 · outbound

This paper cites Differential privacy.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Differential privacy

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.470780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.635161Z digest=sha256:e6006239ee29c0ce464dbbdcf7f2445392816d2ec7dbafb773e472eaebb9c79f

Observation 6aa43b9c-0f95-407a-8c1a-4e65def7cf19 · outbound

This paper cites RAPPOR: randomized aggregatable privacy-preserving ordinal response.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting RAPPOR: randomized aggregatable privacy-preserving ordinal response

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.457279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.639341Z digest=sha256:e569a841535552627efaeb0210d9507e7f32bb03f7a7ec8ef955e6930d7184af

Observation 1408d830-014f-418d-8300-de367b8980e7 · outbound

This paper cites On the (im)possibility of estimating var- ious notions of differential privacy.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting On the (im)possibility of estimating var- ious notions of differential privacy

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.444589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.643258Z digest=sha256:7e28b1a6b234988b640820dbbeb36b4b71db896204238730b2def7e24f3b6310

Observation 0665c941-b1b7-40ba-9604-bb571447f944 · outbound

This paper cites R., MILLMAN, K.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting R., MILLMAN, K

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.432013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.647295Z digest=sha256:f72743da96aa0b2f2187452df1f40515c1b05fd8d0f0d8612a2652af2556ffc5

Observation b1b97d45-f0c6-49b7-ae91-1e2f103e2159 · outbound

This paper cites M.,ANDLEV- ACHER, K.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting M.,ANDLEV- ACHER, K

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.419299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.651286Z digest=sha256:821b50fff8c213bdadaa744af2f32c23860cf31953a40c7aac735b21d658a3ca

Observation 090548a3-4de1-4a2e-aef3-6e032f7de120 · outbound

This paper cites R.,ANDOPREA, A.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting R.,ANDOPREA, A

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.406962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.655325Z digest=sha256:76f4bf43b924b0807ddeed8c703a0ac472e3ba47ca2a5361b1e9db533b17b330

Observation 148006a9-1f38-414f-af88-77ab435dc5d6 · outbound

This paper cites Uniform convergence rates for kernel density esti- mation.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Uniform convergence rates for kernel density esti- mation

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.394396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.659301Z digest=sha256:cfc212cc63c2622402dd7ff928109c03990046ab21defbeaa8600a75dd1e0050

Observation ec1522c9-44f2-49a1-978b-ef1fb1f4bbc5 · outbound

This paper cites Fix prng key reuse in differential privacy example,.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Fix prng key reuse in differential privacy example,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.381707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.663486Z digest=sha256:5cc128d945a24cc56737e87f4e97a5c059cb73dde4f5eecc066a39a673f3e4af

Observation e087a0d4-6f5c-46d2-ad0a-de8768420e00 · outbound

This paper cites R package version 1.2.18.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting R package version 1.2.18

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.356681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.671789Z digest=sha256:e98a3ed1c6aa5193b57da8e45fc0762f3755bb2fd818cdb11ec3fdac52657c51

Observation 2832cf94-22df-4ab5-a205-c3763e7ada7a · outbound

This paper cites Dp-auditorium: A large-scale library for auditing differential privacy.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Dp-auditorium: A large-scale library for auditing differential privacy

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.343877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.676412Z digest=sha256:6f23ee6af19d7fe22d745a10baa03a657b66d2a69be14964f3f82d6879ae5b68

Observation 1bac1b18-b767-4760-a735-7144c5e38d76 · outbound

This paper cites Auditing differential privacy guarantees using density estimation.arXiv preprint 2406.04827v3(2024).

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Auditing differential privacy guarantees using density estimation.arXiv preprint 2406.04827v3(2024)

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-08T14:00:17.680497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T14:00:17.680497Z digest=sha256:3aad1ed56d3f0270028a2782fa3d466d1481850c060d2f35bdc51728edbe26f2

Observation 410c78fb-2cb3-4c01-bfd9-3b5de25bf23c · outbound

This paper cites Lower bounds for rényi differential privacy in a black-box setting.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Lower bounds for rényi differential privacy in a black-box setting

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.331446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.684587Z digest=sha256:99e4a03b8d2df3cb162fe67dd4d257311af2040bba7eb7b992504d70e4463526

Observation e8cb1aa7-f0f3-439f-8afa-13840b6bcce6 · outbound

This paper cites Minimax optimal estimation of ap- proximate differential privacy on neighboring databases.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Minimax optimal estimation of ap- proximate differential privacy on neighboring databases

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.318830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.689132Z digest=sha256:8fe979fa3bb69b09a90a45a7a843571e3d8eb27ad29daef8ffd2fd4d6f85d17c

Observation 3fc6007b-9006-4432-a578-9dbeb36fb3cb · outbound

This paper cites I.,ANDVECHEV, M.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting I.,ANDVECHEV, M

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.306430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.693727Z digest=sha256:a7c716080571319d6f8cdeba61b249fef24f7d12d35844262affa560a558b5c3

Observation 09b0579f-a89d-4c78-adf4-d9653848c357 · outbound

This paper cites Eureka: A general framework for black-box differential privacy estimators.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Eureka: A general framework for black-box differential privacy estimators

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.293868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.697807Z digest=sha256:ca3e1f1bed314fbae20b8f9e057f479338e1c4a09a8a5addbd554a95ddba759e

Observation 732f5f6f-37d8-41a4-a12c-f471ccbbb53e · outbound

This paper cites Understanding the sparse vector technique for differential privacy.Proceedings of the VLDB Endowment 10, 6 (2017).

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Understanding the sparse vector technique for differential privacy.Proceedings of the VLDB Endowment 10, 6 (2017)

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.281082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.701890Z digest=sha256:f1264002c7774590ac0c249427a848f8de6e9019f1fb30060fe2dcb441923398

Observation 776c56d7-1974-450c-9416-d0a8bd4d7da9 · outbound

This paper cites Auditing $f$-Differential Privacy in One Run.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Auditing $f$-Differential Privacy in One Run

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-08T14:00:17.705991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T14:00:17.705991Z digest=sha256:2c2a4a686745792e989bf17464a8d5d98edc8699468850265aaf9827777f2684

Observation 914a243a-64ba-4e20-b6d6-3a34f74e50fa · outbound

This paper cites On significance of the least significant bits for differential privacy.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting On significance of the least significant bits for differential privacy

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.268408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.710388Z digest=sha256:3d2fd2998c4072b6fabc6326676e6f70f868236c2eae9b654190a674b801c5ef

Observation e157aef8-5dbd-4b08-9843-4a64f321d807 · outbound

This paper cites Tight auditing of differentially private machine learning.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Tight auditing of differentially private machine learning

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.256007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.714412Z digest=sha256:f9d1f189125e5a9e1c1aa0766f76f9ed922a3e6f74bd965cbbaf0e2639edcb70

Observation b08e4dea-1d91-4240-b055-e79398b43fc7 · outbound

This paper cites an unresolved cited work.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:00:18.243269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.718419Z digest=sha256:c77a7de2f73eae600d5db51f185ad6fe3d36dc447fb040dbf1052695040d3ea6

Observation 93f16482-ba2a-401b-92ec-c9e6a2b1a8c6 · outbound

This paper cites Scikit-learn: Machine learning in python.Journal of machine learning research 12, Oct (2011), 2825–2830.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Scikit-learn: Machine learning in python.Journal of machine learning research 12, Oct (2011), 2825–2830

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.230968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.722432Z digest=sha256:475d14a1e9d93ad0ac5ce968cc9cd4df7ac8fdb2b8ce9e9b90a1a22b0166f3dd

Observation 749ff1e2-62af-462a-9b79-08d7f849481c · outbound

This paper cites W.Multivariate Density Estimation: Theory, Prac- tice, and Visualization, 2nd ed.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting W.Multivariate Density Estimation: Theory, Prac- tice, and Visualization, 2nd ed

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.218288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.726297Z digest=sha256:9e7b7a849e1079479cf1b594d8b9b39db141e46ebde9fd62361673cfdc98e307

Observation 83549518-1979-4207-9d7c-e471af0e67e1 · outbound

This paper cites J.,ANDJONES, M.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting J.,ANDJONES, M

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.205524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.730515Z digest=sha256:2ed0e1ada7754ce8150311632dde48df9bb4e20c1afdc123916c81334d6f8d72

Observation 87d91518-d237-4441-af59-25843549c6d4 · outbound

This paper cites Privacy auditing with one (1) training run.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Privacy auditing with one (1) training run

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.192097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.734678Z digest=sha256:2405b808c081673ab657d7eff92953f6881f8ebd9dc3411928848148602bfb38

Observation 29646f78-15e9-4384-b90d-6e2cde3e295a · outbound

This paper cites C., KAYNAR, D.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting C., KAYNAR, D

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.179015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.739005Z digest=sha256:405f6ecb11a05c5476d260dc44094e8d6c0c53e0b7a328df3fb5a845d009b7e1

Observation 51d853f1-0015-4bd0-a3af-fe2c7cbba9da · outbound

This paper cites W.,ANDWELLNER, J.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting W.,ANDWELLNER, J

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.165836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.743105Z digest=sha256:c059515cfd43d0573b45c44a5b68fa1cf8348ad2ba6bd3673aa419dd9ffe964f

Observation b6b13cb0-5c9b-4716-b325-d01c6690e4a9 · outbound

This paper cites E., HABERLAND, M., REDDY, T., COURNAPEAU, D., BUROVSKI, E., PETERSON, P., WECKESSER, W., BRIGHT, J.,VAN DERWALT, S.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting E., HABERLAND, M., REDDY, T., COURNAPEAU, D., BUROVSKI, E., PETERSON, P., WECKESSER, W., BRIGHT, J.,VAN DERWALT, S

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.152903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.747481Z digest=sha256:129ca5b2d44a5efee9094b82069ed4ce35a105ff970e27343231325772fa3e2b

Observation 10edfd5b-58a6-4977-bd2c-15a47109c843 · outbound

This paper cites R package version 2.23-26.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting R package version 2.23-26

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.139025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.751788Z digest=sha256:b42842e8ce1e66b6562b80ac14c78aa578071c90350c4abde6376e8441b8d39f

Observation 04ba5746-b026-480d-af1c-0f430ba25c08 · outbound

This paper cites Checkdp: An automated and integrated approach for proving differential privacy or finding precise counterexamples.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Checkdp: An automated and integrated approach for proving differential privacy or finding precise counterexamples

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.124932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.756040Z digest=sha256:1762bb713ee3ce2751214dc5639c924cd70f6e0e9b6a2b4028546f3e390140c9

Observation 382021c2-82dd-4f01-b38c-e784ca290e94 · outbound

This paper cites Proving differential privacy with shadow execution.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Proving differential privacy with shadow execution

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.110258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.760038Z digest=sha256:a32f7a56bf34886ea9b552ad92737ef99d9d3ee7090d5280351c88f78cfb4755

Observation 51720231-639b-43d0-9084-8fc4df41e23a · outbound

This paper cites Opacus: User-Friendly Differential Privacy Library in PyTorch.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Opacus: User-Friendly Differential Privacy Library in PyTorch

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-08T14:00:17.764081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T14:00:17.764081Z digest=sha256:9a8544452f90e648355022d9fdaecc5273edc70ac66c979d8c137c4da804979b

Observation c45febe8-a9e7-4314-aa77-b99d0d8b90cf · outbound

This paper cites Bayesian estimation of differential privacy.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Bayesian estimation of differential privacy

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.096903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.768390Z digest=sha256:63c8438885a71bd01ea24c382ec452ba29fa7a69525f026992aa748ac95dd609

Observation f53e8b84-07bd-4815-9cb3-0caf631ecbcc · outbound

This paper cites Violation.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Violation

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.082339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.772365Z digest=sha256:7b99b2ccca4c682bc9e1d1864fa95eade6c8b05139d235e9f7f04399a51dc9a8

Observation 5f5d7816-7be9-4356-a609-ff4d92d377a7 · outbound

This paper cites | ˜α(η)−α(η) | > s 1 2n ln 4 γ # =Pr.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting | ˜α(η)−α(η) | > s 1 2n ln 4 γ # =Pr

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:00:18.068044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.777301Z digest=sha256:a23ac8728ee572e3e8ff1e8b2c008e400c2b0d76940f83a57d28c9cbb1b8fa1e

Observation 7b06dc67-5bae-4add-8064-e94beaa6a06e · outbound

This paper cites an unresolved cited work.

General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting Unresolved cited work

Reference 2023

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:00:18.368969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-08T14:00:17.667505Z digest=sha256:c38d71e689fee0040ab645e234c15f573dc50a2867dd39d9bfbf75c08238fe7d

Pith citing papers

Observation 3be9dbde-65bc-4042-8f4f-840aba4d5434 · inbound

Let's Ask Gauss: Improved One-Run Privacy Auditing cites this paper.

Let's Ask Gauss: Improved One-Run Privacy Auditing General-Purpose $f$-DP Estimation and Auditing in a Black-Box Setting

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-07-03T10:48:03.233630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-27T09:48:10.362600Z digest=sha256:7a7c3605d2a33dcdfc0d00e0304b6e049371f797fa9504c8e1215ac3bb97f242