Paper Citation Record · LEDGER

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models

As of 21 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2504.18032.

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

pith.paper-citation-record.v1
2504.18032 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:33:05.054445Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:11:18.055323Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T15:11:18.501158Z

Reference resolution

41 of 41 outbound references displayed

verified exact2
verified fuzzy28
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0f1264e0-8818-4939-bb7a-a9e1f3f3de96 · outbound

This paper cites https://www.midjourney.com/.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models https://www.midjourney.com/

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.516536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f5442cc0-3781-4e5d-a634-8e24e696a9d2 · outbound

This paper cites Do gans learn the distribution? some theory and empirics.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Do gans learn the distribution? some theory and empirics

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.505827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation efb78ccd-7927-4aeb-b470-e426894c6dec · outbound

This paper cites Extracting training data from large language models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Extracting training data from large language models

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.494452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7e2ce5a4-f0b1-4622-83c9-631924025633 · outbound

This paper cites Quantifying Memorization Across Neural Language Models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Quantifying Memorization Across Neural Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T10:33:04.923709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c58156a4-b9ac-4c5f-9545-25fdaf88cc7c · outbound

This paper cites The pri- vacy onion effect: Memorization is relative.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models The pri- vacy onion effect: Memorization is relative

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.483245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 222c6fa9-5167-4783-bf41-cc8a3c05dc4c · outbound

This paper cites Extracting training data from diffusion models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Extracting training data from diffusion models

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.473048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8cea0120-eb29-44ac-b0be-d3d7d931e9a9 · outbound

This paper cites Towards memorization-free diffusion models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Towards memorization-free diffusion models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.462523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b2c11f62-c372-4be9-b296-d8e6e9fe23c4 · outbound

This paper cites Exploring local memorization in diffusion models via bright ending attention.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Exploring local memorization in diffusion models via bright ending attention

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.452705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d0ec85e8-f809-4db5-b9da-f01e99aa5c35 · outbound

This paper cites Investigating memorization in video diffusion models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Investigating memorization in video diffusion models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.441106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fe7a71b4-d186-442e-965e-17b618b8e289 · outbound

This paper cites SIDE: Surrogate Conditional Data Extraction from Diffusion Models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models SIDE: Surrogate Conditional Data Extraction from Diffusion Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T10:33:04.945086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 101aa783-bc2c-4ef4-a6ee-8b4d6051fc2e · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Gans trained by a two time-scale update rule converge to a local nash equilib- rium

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T10:33:04.948807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90fcddbd-681c-4b56-9d4d-7d71b9f0c9ea · outbound

This paper cites Classifier-Free Diffusion Guidance.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Classifier-Free Diffusion Guidance

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T10:33:04.952319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fae40c1f-8b99-4b73-b3cd-27213fe97214 · outbound

This paper cites Denoising dif- fusion probabilistic models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Denoising dif- fusion probabilistic models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T10:33:04.956226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10ffb927-3c4a-4b14-96d1-fea7d6034c3d · outbound

This paper cites an unresolved cited work.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:33:05.418070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1b3deb3e-d76c-4c49-b149-27810a8e50c6 · outbound

This paper cites Large Language Models Struggle to Learn Long-Tail Knowledge.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Large Language Models Struggle to Learn Long-Tail Knowledge

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T10:33:04.962774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9935f695-232b-4c88-8376-4ff681a8ae5d · outbound

This paper cites Deduplicat- ing training data mitigates privacy risks in language models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Deduplicat- ing training data mitigates privacy risks in language models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.408395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dfa72611-7c85-4ef6-b7f4-46c46bf5ed9a · outbound

This paper cites Learning multiple layers of features from tiny images.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Learning multiple layers of features from tiny images

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.398565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0ea2a7f9-240f-4e9f-a586-5226935bbefc · outbound

This paper cites Deduplicating training data makes language models better.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Deduplicating training data makes language models better

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.388347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3cdfff24-f9bd-431b-87e8-1167489dc7ec · outbound

This paper cites Deep learning face attributes in the wild.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Deep learning face attributes in the wild

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.378333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a731302b-f802-4a24-bf89-92b021b00333 · outbound

This paper cites Memorization in NLP Fine-tuning Methods.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Memorization in NLP Fine-tuning Methods

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T10:33:04.979936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78d72733-a5c8-49d4-b5ca-06516da2a942 · outbound

This paper cites Memory Triggers: Unveiling Memorization in Text-To-Image Generative Models through Word-Level Duplication.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Memory Triggers: Unveiling Memorization in Text-To-Image Generative Models through Word-Level Duplication

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-16T10:33:05.138909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 034929a3-3825-4d45-83a5-2089fb4eb6b2 · outbound

This paper cites Understanding (Un)Intended Memorization in Text-to-Image Generative Models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Understanding (Un)Intended Memorization in Text-to-Image Generative Models

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-16T10:33:05.122407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 534e2539-b3fc-4933-aaad-6d6d8d11b38f · outbound

This paper cites Improved denoising dif- fusion probabilistic models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Improved denoising dif- fusion probabilistic models

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.367398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation de0542ed-6ed4-44f6-912e-06682e69d76e · outbound

This paper cites Automated flower classification over a large number of classes.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Automated flower classification over a large number of classes

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.357221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fe63bb56-c1f7-4b33-a6a0-ddd12b1e3bbc · outbound

This paper cites A self-supervised descriptor for image copy detection.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models A self-supervised descriptor for image copy detection

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.347109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cc769bf3-6c5f-43ac-a8c4-6527afa228f4 · outbound

This paper cites Frame by Familiar Frame: Understanding Replication in Video Diffusion Models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Frame by Familiar Frame: Understanding Replication in Video Diffusion Models

Reference 26

Resolution: metadata mismatch; local_arxiv, observed 2026-08-16T10:33:05.106034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 34aa1128-6a6a-4b9c-a437-18154d631376 · outbound

This paper cites Unveiling and mitigating mem- orization in text-to-image diffusion models through cross at- tention.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Unveiling and mitigating mem- orization in text-to-image diffusion models through cross at- tention

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.336672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1d57ef3c-6f38-4233-8ce1-c8ea7615687a · outbound

This paper cites High-resolution image syn- thesis with latent diffusion models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models High-resolution image syn- thesis with latent diffusion models

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.325635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 336ec930-a95c-4277-87a2-c89d37224674 · outbound

This paper cites Stable diffusion liti- gation, 2023.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Stable diffusion liti- gation, 2023

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.315080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8bf4cd26-4b33-4168-9e31-75ac81ecc343 · outbound

This paper cites Laion-5b: An open large-scale dataset for training next generation image-text models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Laion-5b: An open large-scale dataset for training next generation image-text models

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.304203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 229ba39b-b7a5-4e60-a7f4-ee7b157347cd · outbound

This paper cites Diffusion art or digital forgery? investigating data replication in diffusion models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Diffusion art or digital forgery? investigating data replication in diffusion models

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.293685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 52ed51f2-ad3f-47c9-924d-c6bc51cdfc05 · outbound

This paper cites Understanding and mitigating copying in diffusion models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Understanding and mitigating copying in diffusion models

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.283018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 481052ea-5f22-41a8-9333-2d1cab170f92 · outbound

This paper cites This face does not exist.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models This face does not exist

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.272822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e5a97197-19ab-42a0-883f-3d3c6e1c0575 · outbound

This paper cites A Reproducible Extraction of Training Images from Diffusion Models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models A Reproducible Extraction of Training Images from Diffusion Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T10:33:05.028761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a9038b3-33bd-489d-9d43-22e1782591ac · outbound

This paper cites Hard prompts made easy: Gradient-based discrete optimization for prompt tuning and discovery.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Hard prompts made easy: Gradient-based discrete optimization for prompt tuning and discovery

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.263110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 63f548fe-ccbc-4964-9010-ef08ce512a92 · outbound

This paper cites De- tecting, explaining, and mitigating memorization in diffusion models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models De- tecting, explaining, and mitigating memorization in diffusion models

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.252421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b84652d8-4784-4b6a-a241-8f42cb3ab250 · outbound

This paper cites Counterfac- tual memorization in neural language models.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Counterfac- tual memorization in neural language models

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.241505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f2ee595f-f178-4aa3-a586-9c274758d509 · outbound

This paper cites an unresolved cited work.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:33:05.230688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5d776bb2-2aa0-4be5-9df2-c8b44820ce15 · outbound

This paper cites 4.1, we complement the standard aver- age SSCD similarity score that is reported in Fig.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models 4.1, we complement the standard aver- age SSCD similarity score that is reported in Fig

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.220041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 980c81a2-7cd0-46fb-9c3a-e1a239d11e51 · outbound

This paper cites 12 and 13 for comparative analysis in both local and global memoriza- tion scenarios using the same random seeds.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models 12 and 13 for comparative analysis in both local and global memoriza- tion scenarios using the same random seeds

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.208730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2a8b77c6-3f2f-4529-9028-99a9ffcfc245 · outbound

This paper cites Controlling the Strength of PR We achieve finer-grained control of the privacy-utility trade- off by adjusting the strength of PR guidance.

Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models Controlling the Strength of PR We achieve finer-grained control of the privacy-utility trade- off by adjusting the strength of PR guidance

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:33:05.197786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation 21f8adee-ecbb-40b9-8e3b-b25ce54c9941 · inbound

Finding DoRI: Discovery of Retained Images in Diffusion Models cites this paper.

Finding DoRI: Discovery of Retained Images in Diffusion Models Enhancing Privacy-Utility Trade-offs to Mitigate Memorization in Diffusion Models

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:11:18.507030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.