Paper Citation Record · LEDGER

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification

As of 19 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2412.11951.

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

pith.paper-citation-record.v1
2412.11951 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:31:36.049850Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T17:27:29.241219Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T17:33:45.433052Z

Reference resolution

40 of 40 outbound references displayed

verified exact1
verified fuzzy2
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 28250ea5-cda6-4d8d-a856-506df74da95c · outbound

This paper cites TensorFlow-Privacy.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification TensorFlow-Privacy

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:31:36.793462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 788a5517-a8b3-43e4-b24a-ae821894f11a · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.683759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffb21bcb-0bb7-4890-9824-daeae5a399e5 · outbound

This paper cites Large-Scale Differentially Private BERT.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Large-Scale Differentially Private BERT

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.689861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2358569-42b3-420f-b9b3-902d1f8e05cc · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.696336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6297db4-03e9-464e-b524-92964b359f17 · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.744935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cabd59e1-0a3f-46ee-934c-6582ccf9a4bc · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.709557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cc63ec0-8f7c-47d5-8014-572ac522ec29 · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.705109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dc8fe9fd-3f59-4ea6-8aec-0a9a28b52d62 · outbound

This paper cites Unlocking High-Accuracy Differentially Private Image Classification through Scale.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unlocking High-Accuracy Differentially Private Image Classification through Scale

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.722304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1635423d-a71d-4c65-98e0-6081b4c3b3e9 · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.688554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1e047de9-bb79-4508-9b28-d28550021700 · outbound

This paper cites An Empirical Analysis of Fairness Notions under Differential Privacy.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification An Empirical Analysis of Fairness Notions under Differential Privacy

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-11T14:31:36.317089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation daa0f63e-4b2a-4dda-a128-7ddd3a79cfe5 · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.671899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cf34734c-1503-40e1-beaa-c9dc3358e3a8 · outbound

This paper cites Efficient Sharpness-aware Minimization for Improved Training of Neural Networks.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Efficient Sharpness-aware Minimization for Improved Training of Neural Networks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.746678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d40f5d80-0880-46d9-a58a-4ad12e0f5c5a · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.900736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9cc8272-f39f-4a6d-9908-be56b9ca43f5 · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.906360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7da36580-7e10-45e0-b11d-4a3f8886934c · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.911618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8546083b-3d8c-4030-81bb-4981edba5828 · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.616747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 260cc5fe-9175-4833-8198-19fb98d6e59b · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.597526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 756a4234-e403-477f-8a8c-17e65f7da48d · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.578399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 43d9e1da-955e-48b3-9392-3c603b8d81ae · outbound

This paper cites Toward Training at ImageNet Scale with Differential Privacy.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Toward Training at ImageNet Scale with Differential Privacy

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.934280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d63881a-1d8e-4d19-ae3a-913349064fbe · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.940275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 670cbb13-1a2e-4d8b-ad2d-02d574daf447 · outbound

This paper cites Understanding Membership Inferences on Well-Generalized Learning Models.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Understanding Membership Inferences on Well-Generalized Learning Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.945891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7bff43f-1738-49f9-b4e4-5af94e29d332 · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.544005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d63c7d03-659d-4678-878b-53a539b6b93f · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.956217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e87e1ce1-bb47-4137-95f2-9c78fd0d2871 · outbound

This paper cites R\'enyi Differential Privacy of the Sampled Gaussian Mechanism.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification R\'enyi Differential Privacy of the Sampled Gaussian Mechanism

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.961265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b7f5aa1-7a8e-4b04-8a25-4c1d9e22aa89 · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.524575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a492c873-2c19-40da-95e0-845d89ca2c8b · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.506713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cf11ed61-3988-459e-be39-e722082ec570 · outbound

This paper cites Micro-Batch Training with Batch-Channel Normalization and Weight Standardization.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Micro-Batch Training with Batch-Channel Normalization and Weight Standardization

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.978531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e96fc3a8-b95f-4789-aba5-042c6fc3cb32 · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.487868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 56f6db37-67da-4d7e-ab7c-0e760d4c020d · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.996395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3105f8bf-3713-4a29-bc6a-84c42c58132e · outbound

This paper cites ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:36.006995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d157088-91ea-4b63-9d1c-0540ecc05b6b · outbound

This paper cites Shokri, M.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Shokri, M

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:36.012055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef081251-1d96-45da-b7b2-3b730315a937 · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:36.017113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffdd7f9f-d088-47b5-a0b6-f60ba1dd425c · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:31:36.430741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3cb0e378-6bdd-4764-a116-954ae2a80dff · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:36.033316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20d184ec-6294-4576-8f6a-aed106b8c8c8 · outbound

This paper cites DP-SGD vs PATE: Which Has Less Disparate Impact on Model Accuracy?.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification DP-SGD vs PATE: Which Has Less Disparate Impact on Model Accuracy?

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:36.038574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a900dac7-e4c7-4642-9bc7-b33b65beda00 · outbound

This paper cites an unresolved cited work.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:36.044384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ad0037f-f6d4-49ae-ace3-c1a70c136b69 · outbound

This paper cites On the Importance of Difficulty Calibration in Membership Inference Attacks.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:36.049850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 615c2e14-98b3-4f0e-8b25-7bb6b1a51be2 · outbound

This paper cites International journal of computer vision 115 (2015), 211–252.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification International journal of computer vision 115 (2015), 211–252

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:36.001917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e88e95db-9127-40be-9ab9-e57ae7195490 · outbound

This paper cites BYOL works even without batch statistics.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification BYOL works even without batch statistics

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-11T14:31:35.990708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbcc9ef5-dfc6-4c3b-99a2-7a40eaefe05a · outbound

This paper cites In International Conference on Artificial Intelligence and Statistics.

The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification In International Conference on Artificial Intelligence and Statistics

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:31:36.412183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 0e081dee-b40d-4b09-afac-7ba48dc29ebd · inbound

Landseer: Exploring the Machine Learning Defense Landscape cites this paper.

Landseer: Exploring the Machine Learning Defense Landscape The Impact of Generalization Techniques on the Interplay Among Privacy, Utility, and Fairness in Image Classification

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-06-29T17:33:45.434475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.