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Paper Citation Record · LEDGER

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation

As of 9 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 3 inbound Pith citation observations for arXiv:2502.07516.

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

pith.paper-citation-record.v1
2502.07516 v2

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T12:31:21.769195Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T08:39:01.975337Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T10:54:07.939704Z

Reference resolution

28 of 28 outbound references displayed

  • verified exact0
  • verified fuzzy15
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3ce6f9f3-c2d5-4122-988a-fc14870ed920 · outbound

This paper cites Available at SSRN 4611613 (2023).

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Available at SSRN 4611613 (2023)

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:22.099295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.665743Z digest=sha256:832c9084cb0de32c91af6d11124ba3cf543a97fa368aeffa853a0d992105933c

Observation ea6dc1b5-0d93-4f89-b71f-236b71a52629 · outbound

This paper cites In: Conference on Computer Vision and Pattern Recognition 2023 (2023),https://openreview.net/forum?id= 5jScn5xsbo.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation In: Conference on Computer Vision and Pattern Recognition 2023 (2023),https://openreview.net/forum?id= 5jScn5xsbo

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:22.082084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.669956Z digest=sha256:5869d40b04d6fcbfa815f328dd7526f2a9ae91fdefb5dc7dd69bb099526938b5

Observation eb029b8c-80df-48be-a815-127e0b1f4817 · outbound

This paper cites In: 32nd USENIX Security Symposium (USENIX Security 23).

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation In: 32nd USENIX Security Symposium (USENIX Security 23)

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:22.071208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.673618Z digest=sha256:ecb96b0fde343bfd39a2c48626dc22544ba89b1c0d67b42f87d993fddeef69f7

Observation c409486e-88e8-4cb5-94c5-85dcfad43f6a · outbound

This paper cites RoentGen: Vision-Language Foundation Model for Chest X-ray Generation.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation RoentGen: Vision-Language Foundation Model for Chest X-ray Generation

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-08T12:31:21.677703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:31:21.677703Z digest=sha256:41a3383d969eeda19934a28e7210de895359fe64799d944fa644684d519c4ec5

Observation d9520502-c2f0-476a-bb6e-299e5bf86055 · outbound

This paper cites In: International Conference on Medical Image Computing and Computer-Assisted Intervention.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation In: International Conference on Medical Image Computing and Computer-Assisted Intervention

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:22.060426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.681923Z digest=sha256:454129e04a5a78e58c8e9c8d3ff333401acaf28acf276a674a4b758f7778af9d

Observation 516ab080-3c59-4084-9859-fbdab04e0680 · outbound

This paper cites In: Med- ical Imaging with Deep Learning (2024), https://openreview.net/forum?id= LVRhXa0q5r.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation In: Med- ical Imaging with Deep Learning (2024), https://openreview.net/forum?id= LVRhXa0q5r

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:22.049751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.686313Z digest=sha256:3cc77fbe251bb1e881663582abdf7629f84370ec1d201e444a3578df7f6609eb

Observation 6a3ab73b-7b13-437a-b27d-ef3a5b4f0e80 · outbound

This paper cites Capacity Control is an Effective Memorization Mitigation Mechanism in Text-Conditional Diffusion Models.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Capacity Control is an Effective Memorization Mitigation Mechanism in Text-Conditional Diffusion Models

Reference 7

Resolution
metadata mismatch
local_arxiv, observed 2026-08-08T12:31:21.869017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.690087Z digest=sha256:177bd1f117bede8cb089eeca9a8eceecec19673d24685b57fa6a78c06bb9455f

Observation ae468abf-c17e-4b33-82d6-714af16fd17b · outbound

This paper cites MemControl: Mitigating Memorization in Diffusion Models via Automated Parameter Selection.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation MemControl: Mitigating Memorization in Diffusion Models via Automated Parameter Selection

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-08T12:31:21.693676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:31:21.693676Z digest=sha256:ed154e493b107bdd841000ea8da934ae9de981d728f0497dff1d8ddd7ecc17d7

Observation 2e3ec259-545e-4cfe-8675-7e20cb6df6cc · outbound

This paper cites Privacy Distillation: Reducing Re-identification Risk of Multimodal Diffusion Models.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Privacy Distillation: Reducing Re-identification Risk of Multimodal Diffusion Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-08T12:31:21.698125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:31:21.698125Z digest=sha256:1ce6ef63b52d0b5b6964e66dc0db478f0c178f66b5528da4bf70d4c8bc6f148b

Observation 9eee0855-cb01-49f2-a7c9-ddb9990d0888 · outbound

This paper cites In: Ghahra- mani, Z., Welling, M., Cortes, C., Lawrence, N., Weinberger, K.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation In: Ghahra- mani, Z., Welling, M., Cortes, C., Lawrence, N., Weinberger, K

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:22.038661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.702651Z digest=sha256:fc082e905755d2602e49ce31425a482ca212b599f7155565c996a5d583738b13

Observation 5c72143a-1483-42ed-ac9a-539d08e62e33 · outbound

This paper cites Advances in neural information processing systems (2020).

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Advances in neural information processing systems (2020)

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-08T12:31:21.706168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:31:21.706168Z digest=sha256:cbb01254d9c2ef07e933b523cfbe6e19fe3f95eb942fae2c434acf534f12d739

Observation 44b7e6a9-884f-43cb-9573-a3a75e453675 · outbound

This paper cites Scientific data.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Scientific data

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:22.020565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.709419Z digest=sha256:d44c21b049a0f320ab5dc68a3d0471302e3720324fb012504ea986ac645d29df

Observation d83d08ac-f20d-4409-ae38-89d9e81b18e9 · outbound

This paper cites Nature Medicine pp.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Nature Medicine pp

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-08T12:31:21.713349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:31:21.713349Z digest=sha256:988fd97021f413dc5953a4949abfe7a900bd0345ecb86f80370c61ed2b294aba

Observation f9dfe100-c465-4a5b-b635-d7f6713fb2e6 · outbound

This paper cites sistant for biomedicine in one day.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation sistant for biomedicine in one day

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:22.002791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.717445Z digest=sha256:01bc08a74995102de5db608663d04b621d33ea1bb10d298ef0bacf38563b6019

Observation 6b8d7a01-2750-4e85-bd95-57e42c71efc2 · outbound

This paper cites Computer Science Review 48, 100546 (2023).

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Computer Science Review 48, 100546 (2023)

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:21.990917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.721404Z digest=sha256:cde5639ce378509a08b6a71d126bd08755f894a9f38aa763eb4d208c6246b9dc

Observation a785343b-bb38-401b-adad-abe92777580d · outbound

This paper cites In: European Conference on Computer Vision.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation In: European Conference on Computer Vision

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-08T12:31:21.725210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:31:21.725210Z digest=sha256:02a62b1125540d709257825fab1fad144dd2eedb40ba9fa365eb8c45f73be969

Observation f50146e6-994e-417d-8a3e-e876388cc36e · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-08T12:31:21.728681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:31:21.728681Z digest=sha256:8ee2377a6d51b4a69e565b3ed80e309614098c6030c19f4f619eea1e98c24479

Observation 80ee5a60-7359-495c-a3d3-eaa306dcb23b · outbound

This paper cites Unveiling and Mitigating Memorization in Text-to-image Diffusion Models through Cross Attention.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Unveiling and Mitigating Memorization in Text-to-image Diffusion Models through Cross Attention

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-08T12:31:21.732574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:31:21.732574Z digest=sha256:b5b4916136c69c6a42e4c39dc1f0f50c4e77738ceb2a8dcff4a3e080ac12de20

Observation 38cee734-ead6-4355-9ed6-86625f8a58a8 · outbound

This paper cites International Journal of Computer Assisted Radiology and Surgery pp.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation International Journal of Computer Assisted Radiology and Surgery pp

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:21.972489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.736751Z digest=sha256:f665069ae6afdda5cae7660c00f4422b965fa4ef31c0994aa774e85b20a0444a

Observation cde03ca0-8f12-4c5e-a286-71752088d557 · outbound

This paper cites Advances in Neural Information Processing Systems.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Advances in Neural Information Processing Systems

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:21.961428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.740624Z digest=sha256:43a2153fcf399912e1ce30b0c9e073520803169f63f354241cdf33c566865561

Observation 2801ab65-d455-4745-83aa-c44ed309423a · outbound

This paper cites A Picture is Worth a Thousand Words: Principled Recaptioning Improves Image Generation.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation A Picture is Worth a Thousand Words: Principled Recaptioning Improves Image Generation

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-08T12:31:21.744058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:31:21.744058Z digest=sha256:b3ea0cd4bdd437f3bc05b86dcf93e42a763708a307da9af739079bdada1d1b22

Observation 8a8cea9e-49a2-4584-9244-661022c1136b · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:21.950670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.747745Z digest=sha256:d73d4c449684dc1b1c53e456fa0b3a54850d36c82ffdeff9fd72b3f1a910f6f9

Observation 5c1f41de-e4f3-4881-8e6d-a79bea13b75e · outbound

This paper cites Advances in Neural Information Processing Systems 36 (2023).

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Advances in Neural Information Processing Systems 36 (2023)

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:21.938606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.751316Z digest=sha256:f465825e28f2fb3d739192f1e54d698525271b01510bcee9d75c681fc70c34a1

Observation d8e87444-bf91-484d-a236-44d1fab147ec · outbound

This paper cites an unresolved cited work.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-08T12:31:21.925549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.755166Z digest=sha256:a3a289e06c490023dd2164e7160b674597107bc4c4bce1d6b54fb98326fcc239

Observation b55235d4-fcc2-4bb9-9bc9-e2009e85ef21 · outbound

This paper cites an unresolved cited work.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-08T12:31:21.914892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.758736Z digest=sha256:f7a302bd074185cdd103b0bc62fe3faa3b6862dfac974c50ba8510bec0b58aa7

Observation 256105ce-b62a-4189-8fa8-ec46f818b995 · outbound

This paper cites On the De-duplication of LAION-2B.

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation On the De-duplication of LAION-2B

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-08T12:31:21.761870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:31:21.761870Z digest=sha256:3739929eaecd20bcb7ec5b2ce866fb1c412e8df5ce17eea313d386d1c659b48c

Observation 39bfaab4-7299-435e-830b-6cfa87ea91bc · outbound

This paper cites In: The Twelfth International Conference on Learning Representations (2024).

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation In: The Twelfth International Conference on Learning Representations (2024)

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:21.903826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.765734Z digest=sha256:97e19c2760194d80ddf9c874373268a61f9340c013f373829d3893206251c8f6

Observation ad75eba8-4a72-4385-8343-bc3dcb11fb91 · outbound

This paper cites IEEE journal of biomedical and health informatics (2020).

The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation IEEE journal of biomedical and health informatics (2020)

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:31:21.892700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:31:21.769195Z digest=sha256:e5de3c5005d71647f850ab689ff60cad8a4b1a8a1d66d48127afe56e48b98584

Pith citing papers

Observation cbe3c3c1-2641-4f16-8f71-9dc2323e3bc6 · inbound

Diffusion Models Memorize in Training -- and Generalize in Inference cites this paper.

Diffusion Models Memorize in Training -- and Generalize in Inference The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-21T10:54:07.941194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-21T10:52:31.849094Z digest=sha256:e5253fed215aeb3a0569d687f882a322cbb8cecc02721de0b43eddc04355adff

Observation 01b0ef21-4787-459a-ae78-228cb3060a83 · inbound

Scalable and Private Federated Learning Using Distributed Differential Privacy and Secure Aggregation cites this paper.

Scalable and Private Federated Learning Using Distributed Differential Privacy and Secure Aggregation The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation

Reference 14

Resolution
unresolved
no resolver link, observed 2026-07-13T08:39:01.975337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T08:39:01.975337Z digest=sha256:ec81570585e05cd52f7b9dda8945eb3380af73b1f355ddfcb43532ce6ec3c7fb

Observation 1ddc26ea-8688-4a67-83bc-7e47e135d695 · inbound

A Utility-preserving De-identification Pipeline for Cross-hospital Radiology Data Sharing cites this paper.

A Utility-preserving De-identification Pipeline for Cross-hospital Radiology Data Sharing The Devil is in the Prompts: De-Identification Traces Enhance Memorization Risks in Synthetic Chest X-Ray Generation

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-11T05:30:59.592866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T18:05:54.328413Z digest=sha256:bc2bb03f7c8b19a02d2f4e589cbdfe6bdfa5d5ce5f9fc88d84122dceefc22e47