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Paper Citation Record · LEDGER

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage

As of 18 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2411.15367.

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

pith.paper-citation-record.v1
2411.15367 v2

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:26:11.568958Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

64 of 64 outbound references displayed

  • verified exact1
  • verified fuzzy37
  • unresolved26
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 21e5e55a-4e8a-4bbe-b86a-b1230645ed06 · outbound

This paper cites stability ai ltd., 23-cv-00201-who.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage stability ai ltd., 23-cv-00201-who

Reference 1

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 540a7403-bd4a-4560-a5c6-ccfef1931129 · outbound

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

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage https://www.midjourney.com/home,

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 46e6c753-5fc8-4bc9-97b9-30d0fc6ff7ab · outbound

This paper cites Image synthesis from an ethical perspective.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Image synthesis from an ethical perspective

Reference 3

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Source-reported events for the cited work

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Observation 5b193eb6-dc77-4006-9ebc-ed2d8e2eb9b8 · outbound

This paper cites Testing human ability to detect ‘deepfake’images of human faces.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Testing human ability to detect ‘deepfake’images of human faces

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation f47d5dd8-66ec-49bd-93b8-25b7c961d47f · outbound

This paper cites A sur- vey on generative diffusion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage A sur- vey on generative diffusion models

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 30d42571-3923-49b2-a5ca-5cfb3bd84a96 · outbound

This paper cites Extracting training data from diffu- sion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Extracting training data from diffu- sion models

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ee916203-5854-47d8-899b-c10ee9929ebf · outbound

This paper cites Naruto blip captions.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Naruto blip captions

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 2958ed96-598a-4d76-9630-2574ac77e1fd · outbound

This paper cites Understanding and creating art with ai: Review and outlook.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Understanding and creating art with ai: Review and outlook

Reference 8

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 086567a0-bc69-4047-a93c-5b625c1b6526 · outbound

This paper cites Adaptively-realistic image gen- eration from stroke and sketch with diffusion model.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Adaptively-realistic image gen- eration from stroke and sketch with diffusion model

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-12T14:26:12.108031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 1cbf142d-1f8a-45db-9b7e-1547ea129789 · outbound

This paper cites Diffusion models in vision: A survey.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Diffusion models in vision: A survey

Reference 10

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Source-reported events for the cited work

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Observation 596e7726-17e1-4391-9096-1b558cb63251 · outbound

This paper cites DiffusionShield: A Watermark for Copyright Protection against Generative Diffusion Models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage DiffusionShield: A Watermark for Copyright Protection against Generative Diffusion Models

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 74a9b34f-f435-490b-9f13-d17e0838c3dc · outbound

This paper cites Diffusion models beat gans on image synthesis.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Diffusion models beat gans on image synthesis

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 37ac9816-ce9f-4a4a-847b-6c395e894d1a · outbound

This paper cites Are diffusion models vulnerable to membership inference attacks? In International Conference on Machine Learning, pages 8717–8730.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Are diffusion models vulnerable to membership inference attacks? In International Conference on Machine Learning, pages 8717–8730

Reference 13

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 265de073-a9e3-4b75-b1b8-1785913ede48 · outbound

This paper cites Towards more realistic membership inference attacks on large diffusion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Towards more realistic membership inference attacks on large diffusion models

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-12T14:26:12.082147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.443900Z digest=sha256:b72825863ae1c4dd4d318ec746d50aa6a124d850b529184e4ed5fd09c23f8913

Observation 1fc451ba-b006-44e9-897c-a33740f7f389 · outbound

This paper cites Generative text-to-image diffusion for automated map pro- duction based on geosocial media data.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Generative text-to-image diffusion for automated map pro- duction based on geosocial media data

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.446427Z digest=sha256:81d574a021c0de5676d2b7d66079cd42e3dcf4d62a7dcdbd6eb8cc638962da56

Observation b7c5e18d-c1e2-43de-a398-599cbb561d5a · outbound

This paper cites Re- inforcement learning for fine-tuning text-to-image diffusion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Re- inforcement learning for fine-tuning text-to-image diffusion models

Reference 16

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 1f9eff03-2099-431f-85c1-46c513330ba4 · outbound

This paper cites Ccedit: Creative and controllable video editing via diffu- sion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Ccedit: Creative and controllable video editing via diffu- sion models

Reference 17

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 1df661ad-1e5b-4e20-a38d-0dba8ff948c4 · outbound

This paper cites Copyright infringement in ai-generated artworks.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Copyright infringement in ai-generated artworks

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:12.056276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation d2146c8d-8bdf-4cdf-83f7-5a10372556f5 · outbound

This paper cites LOGAN: Membership Inference Attacks Against Generative Models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage LOGAN: Membership Inference Attacks Against Generative Models

Reference 19

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no resolver link, observed 2026-08-12T14:26:11.456039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.456039Z digest=sha256:df52c38eb571e6bceec2a89d1ee81f23a79dbbfde02087a6d5c21b90056a6fe0

Observation 8f978dd6-2cc6-4a0e-8846-41474c1e3f90 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium, 2018.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Gans trained by a two time-scale update rule converge to a local nash equilib- rium, 2018

Reference 20

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no resolver link, observed 2026-08-12T14:26:11.459566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f19fc4ee-bb6d-4fba-94d4-b2731e31e8d5 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage LoRA: Low-Rank Adaptation of Large Language Models

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d2c5a555-ae6a-4cc2-b010-7b5603dcfc71 · outbound

This paper cites Evading watermark based detection of ai-generated content.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Evading watermark based detection of ai-generated content

Reference 22

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raw_fallback, observed 2026-08-12T14:26:12.045188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 0783921e-4d8f-4b54-90fc-75bc01dfa594 · outbound

This paper cites Variational diffusion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Variational diffusion models

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 126007b1-47f9-4f05-a1fb-0b97a36849b5 · outbound

This paper cites A comprehensive review of the latest ad- vancements in large generative ai models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage A comprehensive review of the latest ad- vancements in large generative ai models

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-12T14:26:12.031537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 4c105562-c8d4-4560-b78f-2f19a05ce577 · outbound

This paper cites Unveiling structural memo- rization: Structural membership inference attack for text-to- image diffusion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Unveiling structural memo- rization: Structural membership inference attack for text-to- image diffusion models

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:12.019134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.474848Z digest=sha256:375a0b01a2d4e538310393a92f5ba9ac35930d6a206a2e62b63caad34aedcb18

Observation 7731ab4c-a194-491c-a7bf-d52432d36e5e · outbound

This paper cites Diffusion 9 models for image restoration and enhancement – a compre- hensive survey, 2023.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Diffusion 9 models for image restoration and enhancement – a compre- hensive survey, 2023

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:12.011105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.477464Z digest=sha256:b32302173b2f2dd803b86e5e05aff6cd6a465010b44b44dfd08d4428ab428d72

Observation b5d7c8dc-f9ab-4e28-a647-4e77305bc87f · outbound

This paper cites Untargeted backdoor watermark: Towards harm- less and stealthy dataset copyright protection.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Untargeted backdoor watermark: Towards harm- less and stealthy dataset copyright protection

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.479895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 37d3a9b8-f9ba-4b46-bf43-d9d74e60d05c · outbound

This paper cites Metacloak: Preventing unauthorized subject-driven text-to-image diffusion-based synthesis via meta-learning.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Metacloak: Preventing unauthorized subject-driven text-to-image diffusion-based synthesis via meta-learning

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.482462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.482462Z digest=sha256:8c39d20eb91e2ede67d0aaf61eda1f6f4b64c5c766ea0d676186e8e659dbff07

Observation b06e84e5-63c1-4eaa-a50e-95243e2ed998 · outbound

This paper cites Deep learning face attributes in the wild.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Deep learning face attributes in the wild

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.995518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.484993Z digest=sha256:f7e07562b4e1160e3d1225e1e0abfbd6d3aaa1e60fc2c16d50a27eeb47df4037

Observation 40b52626-3c9a-482a-81ee-3eb5e6fd9999 · outbound

This paper cites an unresolved cited work.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:26:11.987779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.487605Z digest=sha256:b71b87142e599846ba056b23a020f32dae051b37329266b2b0ac69fb194b644e

Observation 5aa4fd82-118b-42b5-9d67-228b48f5cc34 · outbound

This paper cites Leveraging optimization for adaptive attacks on image watermarks.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Leveraging optimization for adaptive attacks on image watermarks

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.980668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.490336Z digest=sha256:d6b1745f64675b5d830ecd83499a54b9634560d0a88baa6c4670c73d3902dc9f

Observation 5a9b591a-fdf4-4092-94f5-5e9b40433ef8 · outbound

This paper cites Steal my artworks for fine- tuning? a watermarking framework for detecting art theft mimicry in text-to-image models, 2023.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Steal my artworks for fine- tuning? a watermarking framework for detecting art theft mimicry in text-to-image models, 2023

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.973240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.492600Z digest=sha256:cac4180b7d081ac5fe91610d3ac7674ce7d4bbb71cba81d67a301997a6254eba

Observation d8cacb92-a93e-4d25-b31f-d076cbb5e7b5 · outbound

This paper cites Membership inference attacks against diffusion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Membership inference attacks against diffusion models

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.965970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.495151Z digest=sha256:d985b063b077212b880488589f1a3a27556a5f8169488c83cc60d3d4ab4b5be7

Observation 58783c12-1ff1-42dd-b689-c9e055536be9 · outbound

This paper cites Sdedit: Guided image synthesis and editing with stochastic differential equa- tions.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Sdedit: Guided image synthesis and editing with stochastic differential equa- tions

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.958788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.497422Z digest=sha256:10818d049823fe4e58f2164982ea84f23fa54f44e2f4b3d6f8c3e3c63cda06ec

Observation cd93edee-8588-490c-b2c7-0be9c9a64113 · outbound

This paper cites Fine-tuning diffusion models with limited data.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Fine-tuning diffusion models with limited data

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.499658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.499658Z digest=sha256:9d09ffb58cfeb31ead09e17229806b65c08ffdd776a407b907193d4dad1f2548

Observation aa4f0a8c-3c9b-42cf-b4e7-b8aecaafbb20 · outbound

This paper cites GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.502156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.502156Z digest=sha256:d3fcc0efbb3e792829a5c27e9216465729795d0fcee344baf4f9a6891c3ab557

Observation 76bda742-d94e-4614-8c48-dbfd9aa0977a · outbound

This paper cites Black-box Membership Inference Attacks against Fine-tuned Diffusion Models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Black-box Membership Inference Attacks against Fine-tuned Diffusion Models

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.504670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.504670Z digest=sha256:125fea678aed67ca72aa82f631bedd475bbd19622f5fe8ac35f01595cfa5573a

Observation 4861a92f-a95c-4daf-9467-f9aa50873ce1 · outbound

This paper cites On the use of stable diffusion for creating realistic faces: from generation to detection.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage On the use of stable diffusion for creating realistic faces: from generation to detection

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.946888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.507278Z digest=sha256:2d4a2eeb60ee1cf9b0c78dbcf7632c1bbabc13138c0eef3db861f6f59aea6a76

Observation 41cc5583-bc5c-4966-ad56-0908384c8a21 · outbound

This paper cites an unresolved cited work.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:26:11.939578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.509697Z digest=sha256:d13c9622ce3c029d42a4f31b57adfe07b0905c9d87fcc213599821096eabf679

Observation 252e21ad-877c-45d2-b2cf-c807c1a771c1 · outbound

This paper cites an unresolved cited work.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:26:11.931996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.512114Z digest=sha256:eedf3f11d20dc1eab9f4b55126082c8b6df4da83ea1a3b470dc56aedc5561fce

Observation be9f7bb8-4144-4f4b-ae97-01b3900c2039 · outbound

This paper cites an unresolved cited work.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:26:11.924722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.514481Z digest=sha256:22765727e7d14e0b4544e137f187ed7f6add2a41c989f3569520161a3066df2e

Observation 0b80ea30-1400-4723-b342-191a00e6dc46 · outbound

This paper cites Zero-shot text-to-image generation, 2021.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Zero-shot text-to-image generation, 2021

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.517007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.517007Z digest=sha256:be393454ee933b7d677d25a648968699e92a2fc125b45b8acc4a19dd928bef79

Observation 34dc1933-71db-4dd6-bcf8-74d3beb0af4b · outbound

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

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage High-resolution image synthesis with latent diffusion models

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.912886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.519376Z digest=sha256:5c0a8064bade883d7e68c7d0ddae393015da8e793efd0dae86475c27685361cf

Observation 914b3154-f3c9-4f7e-85cd-97ae8fbaf778 · outbound

This paper cites Robustness of ai-image detectors: Fundamental limits and practical attacks.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Robustness of ai-image detectors: Fundamental limits and practical attacks

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.904945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.521849Z digest=sha256:c7637f8be2534fb3bfc50e6096ad2fe4e07c22dac64f489e6ee3be6fbbb70d08

Observation 33690302-bf8d-40ac-99c8-ffb90e350cfd · outbound

This paper cites Photorealistic text-to-image diffusion models with deep language understanding.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Photorealistic text-to-image diffusion models with deep language understanding

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.524118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.524118Z digest=sha256:4c02743cd602f3896b24145fbbf1028c3fc89757f2354b56473276d051e6d6f6

Observation a1b4b637-d1b7-40cd-a7c5-7bf08b2d0917 · outbound

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

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Laion-5b: An open large-scale dataset for training next generation image-text models

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.526508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.526508Z digest=sha256:3866920311b7de46a0c6c746bedeb66d8e3c70b10d47a890de79bb68f5537f2a

Observation 2d9c9d6d-415c-40fa-9675-d6bd356c95f8 · outbound

This paper cites Glaze: Protecting artists from style mimicry by {Text-to-Image} models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Glaze: Protecting artists from style mimicry by {Text-to-Image} models

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.528898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.528898Z digest=sha256:f22d4f81c6ebf8f478bae72bc4d24329c39d728add607a5167a3e52f14bb189b

Observation d2df67dc-97ca-4aae-8d7c-656dde256585 · outbound

This paper cites Finetuning Text-to-Image Diffusion Models for Fairness.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Finetuning Text-to-Image Diffusion Models for Fairness

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.531447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.531447Z digest=sha256:321bcc46d60512c60010648cceb86204eba2d0a45c9b1e2b388c0fb1c8711f11

Observation c87834a1-4001-41e1-8e9d-2e6a4cbf2d6a · outbound

This paper cites Membership inference attacks against machine learning models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Membership inference attacks against machine learning models

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.886301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.534081Z digest=sha256:c9f63cb587781895f08006c5be7cd5b1bc7474592e4cec7b739521a723f7e695

Observation 75a3b4f2-ca75-43c1-8347-3b9f22e6868a · outbound

This paper cites Understanding and mitigating copying in diffusion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Understanding and mitigating copying in diffusion models

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.878826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.536456Z digest=sha256:f28e8a8b1e77342ce4c58027f94f53979bdd48e7ac8538d8ebd5f650ab9ae668

Observation d24bd1a9-58c5-4365-9a0f-ce20b10ad2ed · outbound

This paper cites Synthetic image verification in the era of generative ai: What works and what isn’t there yet, 2024.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Synthetic image verification in the era of generative ai: What works and what isn’t there yet, 2024

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.871656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.538782Z digest=sha256:8eb72949093ea3a7fc4c18467cbb33b6706c9d4b7863c1e067de1a88da298085

Observation fea67a28-b242-457e-bdad-c6b5e769f9e7 · outbound

This paper cites Anti-dreambooth: Pro- tecting users from personalized text-to-image synthesis.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Anti-dreambooth: Pro- tecting users from personalized text-to-image synthesis

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.864541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.541333Z digest=sha256:6b0a857c1b1494e5638d9fd69c1088a874df21b6027bdd580d4a92d108fa1441

Observation c6d3b328-2cc5-417a-9620-025857839e2a · outbound

This paper cites Diagnosis: Detecting unautho- rized data usages in text-to-image diffusion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Diagnosis: Detecting unautho- rized data usages in text-to-image diffusion models

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.857520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.543857Z digest=sha256:cc8d643a2781ddbf8f96df2dface6db19ade60e28a7ca482d8cbca38f6d4d79a

Observation 19fd30e4-1637-4841-91b9-ec2bc118c3c1 · outbound

This paper cites Creative painting with latent diffusion mod- els.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Creative painting with latent diffusion mod- els

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.850272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.546334Z digest=sha256:a9af1cecde8351447088d3cda790ee5e0dbc7f5f546cb42e4371dd8936b5c86a

Observation c430d49f-73d0-4ff3-88b4-46d02d3abd8c · outbound

This paper cites Diffusion models: A comprehensive survey of methods and applications.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Diffusion models: A comprehensive survey of methods and applications

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.548895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.548895Z digest=sha256:4ba0073303621d5dbe77545224ef6ff789088299f68d280fbba116b19f0b2742

Observation 0f9cd37f-c51a-4c9d-a9d9-24b9d69fd6e9 · outbound

This paper cites Pixel-aware stable diffusion for realistic image super-resolution and personalized stylization, 2024.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Pixel-aware stable diffusion for realistic image super-resolution and personalized stylization, 2024

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.839677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.551497Z digest=sha256:dd68907be95671d890a16dad93db2da58a84dddca75839545aa9be33ced33dd4

Observation 2bd6ee97-6572-4a8e-b442-00d521d56319 · outbound

This paper cites Artificial fingerprinting for generative models: Root- ing deepfake attribution in training data.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Artificial fingerprinting for generative models: Root- ing deepfake attribution in training data

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.832525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.553966Z digest=sha256:82f247bd0da702a879e8b3db3c381c69cbabcf946ce2edc06c89cb1ceaa91cb9

Observation 8874696e-522a-4faf-9d7d-98c0850de74f · outbound

This paper cites Adding conditional control to text-to-image diffusion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Adding conditional control to text-to-image diffusion models

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.556487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.556487Z digest=sha256:bd8971efc410661788be98d4ada56defc04c51f79da6322c4164daed87cfea06

Observation 0b4bb8c2-d410-4b46-a933-26d1ca277795 · outbound

This paper cites On copyright risks of text-to-image diffusion models.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage On copyright risks of text-to-image diffusion models

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.820524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.558827Z digest=sha256:65f039426ec44321b826a83260538c5cc12902e5ac1e3b8d13b4a54df7139bac

Observation 4d182aa0-b577-4801-951e-13f7b2a8e3e1 · outbound

This paper cites Invisible image watermarks are provably removable using generative ai.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Invisible image watermarks are provably removable using generative ai

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.812802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.561310Z digest=sha256:56854f2b55f597e8d00fe4c21cf12e7d38a6840eeff8ebe02d5a78e2247a1006

Observation c7779948-664f-400e-ad1d-12e92f610f51 · outbound

This paper cites • Pok ´emon [39]: This dataset consists of 833 text-image pairs.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage • Pok ´emon [39]: This dataset consists of 833 text-image pairs

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.805604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.563780Z digest=sha256:623f9d971a82b6b16f8bfa328639c0265553381ce4852834e24e1f93f81d4f7f

Observation 04546c3c-fadf-4825-87d4-47d18a8385dc · outbound

This paper cites In this section, we evaluate the efficacy of RATTAN against other popular models, including Stable Diffusion v2.0 and Stable Diffusion v2.1.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage In this section, we evaluate the efficacy of RATTAN against other popular models, including Stable Diffusion v2.0 and Stable Diffusion v2.1

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:26:11.797633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.566503Z digest=sha256:0a2f092b2cd546298fe0263201b8e8d99fb9601f84380cd4c8e284af5fe4e4b2

Observation c5e2a9bf-4f91-4598-8542-73d27049c8f1 · outbound

This paper cites an unresolved cited work.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-12T14:26:11.788922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T14:26:11.568958Z digest=sha256:6c483dd1fc1fd285f0bf5fd2b08710995348b1cac8649c12d7cbc3ca3e58d182

Observation e9748a5e-4a55-4aa8-a357-c6184b7e82d8 · outbound

This paper cites an unresolved cited work.

Exploiting Watermark-Based Defense Mechanisms in Text-to-Image Diffusion Models for Unauthorized Data Usage Unresolved cited work

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-12T14:26:11.472225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:26:11.472225Z digest=sha256:d2e3bf73d3b4126279b16cea0540264dcf1d9bcd378b26909be3cf0fe1bb20cd

Pith citing papers

No inbound Pith citation observations are available.