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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 13 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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+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

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

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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 2026-08-13T06:32:02.005865+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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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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raw_fallback, observed 2026-08-12T14:26:12.122392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.425925Z digest=sha256:299b856cdeaa01c3ef68c719204972dc21ac93fb7f005b39cb502cced138081f

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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

Resolution
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 2026-08-13T06:32:02.005865+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

Unavailable: canonical work link unavailable.

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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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.441669Z digest=sha256:65dfc9d7503438604db6f907200ba584dab719344a28f7b7fc417ad05ec0dfd0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.443900Z digest=sha256:96e17b6ef0e1ddc9ed07b0c326bb60e28f2cf9463168eeb4105978440d2d58f9

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.446427Z digest=sha256:0fd6e91398383d056d017f999f62cda7f39a3628ff17e5168fa6156e84f859f4

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+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

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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 2026-08-13T06:32:02.005865+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=sha256:29a77ccc5b5cda7081cf0c2e1bb7efed49f7bbbb457f8768c7768531e69b7215

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.464718Z digest=sha256:3b54ac265c068a65278fb545140b1d6200676903c74a9650d438bbf6d06e7021

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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no resolver link, observed 2026-08-12T14:26:11.467193Z

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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.474848Z digest=sha256:f40c8a5486f66d70139d1fba6e74650bb692635f69a5a213bedb625045f56ef2

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 2026-08-13T06:32:02.005865+00:00.

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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.

source=pdf_text observed=2026-08-12T14:26:11.479895Z digest=sha256:d58fbc133b99b9b53938657b42522ad980a07d676f1bee1d65a06ce40a447722

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:a479444201ac4487ba49c306682310acda5402e63ef10b10902945d80737e5e8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.484993Z digest=sha256:844c4e22f85b139d6f128b35c9f483cb458037dde0919575a8a831f71abb3ad9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.487605Z digest=sha256:c868cbe7bfae918389b3a7b7865310ff46c5aa1096967d2b15f3bf1dcb2d8ba4

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.490336Z digest=sha256:ecf65c0d4cc2034ecc7ca0aeb96e9aaa52deb7044cf4419d8242aed13c6d37bb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.492600Z digest=sha256:61911757962db8404a6ff118154481e96f08ea4c8fe956be765cf4186b6d3ca8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.495151Z digest=sha256:968921afee2586a0061b5f7ef223adc438d1ef70766d3f03dd59975fbdaf65ba

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.497422Z digest=sha256:74107ea4226c30e08302a9af240332dee6d93c640bbc2eb0aa4877c1e8dc7ee5

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:fae8ac5fb30b85d46a71405d3d51f8820bb4da2849f57efad5c054fb12f27da5

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=sha256:00726a04070d06d9e0aac404af13376db61a296f36d46d3786ce474708be6d55

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=sha256:087abbcac12e601183da08b57760088a844449eb346bd02b0a824023dbdb3971

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.507278Z digest=sha256:5e22f93dd4b160c674d546df0ec36011919921cb07dfcaaabc0438c4e167b542

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.509697Z digest=sha256:7a5745efaf43561d94f87eac393e72cf8f773067cdc4c9f0ac524b9b669e9d2b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.512114Z digest=sha256:f5d5c2ec1464740dbed4cba83c15eedf16de795281309cc9feb86aca1e4252cb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.514481Z digest=sha256:0b5946184c41abd98f281c245c34d87b43c019e74267dfeb7e237c88ab2ec6df

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:eb0cc56a7d9edf200db490dd44225a596be97938e72dfd12f2462f41db69017e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.519376Z digest=sha256:75eb22a88d369dbeb20da0d621ee98c88671c66a6b064eb3131d326e9f371548

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.521849Z digest=sha256:b4f8aa83a4eb0135aa1e949f98a9c68f31a07964f35c22a80f3b89f13052dce1

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=sha256:1f67b910918bdfa3f6352a27a404ac911e97ae776a49dcf3edd2419885b9960c

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=sha256:00f0ab93e7267beed2692ff0f2052aad117089961b560386ca601684d0b3b94a

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=sha256:80c580d66462ba7ced7d5f981e224f50146b59f177835b012b88648070e6ba76

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

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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:eca929927fe266ba5debc3c6d2e9acaa6ebd35fb972593d6ede7c875165938d2

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.534081Z digest=sha256:a8c1009f8e464811e63d66163db30115985f119d7863a060118a69246fe448b0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.536456Z digest=sha256:85c28c2c5eb0bb0a22b5fa648f2e7c57022c3e46366ba53994dbb37038acb18d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.538782Z digest=sha256:ddc4a17af8150232ecc696b602bdc1af054537c601318fe65f081643189962db

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.541333Z digest=sha256:6824fedcb09d84fa0cea18447c6738ac0944918d4c6a66407d86322b39a494fe

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.543857Z digest=sha256:2a47bbda33f23c79b57fa9a39b37e3fe2cd97abafcae8b807c2f96e969b71c58

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.546334Z digest=sha256:215c8b709b99b599c2c8ff38b85e493869438a4539ca0e374db2799cf557482b

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=sha256:7f7240af06ae281ac1dc0cb03fd6df5878ffe56e3a8e8e47f040b3d28badd378

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.551497Z digest=sha256:25c6ef1024044a0ffa8cb8c5c471d23b784180bfb1d740f9ee72d936700fb7be

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.553966Z digest=sha256:590a6bbf3a1a0b094607a0d3066d1950feb1ff7ec3a6ac49a1d3b180fd8c9a50

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=sha256:522d79890fb5deafd172dc88811d73fd70b4863ca29915498a2b702f1b39b3fa

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.558827Z digest=sha256:8f22a4a2b4011e6191325248de9fb6039d5335192ec7b1cc0ad7cdd93159c617

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.561310Z digest=sha256:bd09d608865d3efa6ead29dcfae8ab8ccf0e0849e0250b75d13cb41b30a1c085

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.563780Z digest=sha256:b7b0ad223ec4b28f09035788c9aa133758032882388104e03c97e6be23e6ebde

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.566503Z digest=sha256:45db1d3ba120cd19d06ef9ec863cdfd202cb76298e14aa1fd9553fc37cb1f206

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T14:26:11.568958Z digest=sha256:155a476eef5146a65569e0424744cc96f5dce74dc7b516ffe125667fde09004a

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:da9d7f540ea0cd920019535a347d9cd9a91c713f5003b2e20de22ab06d70d901

Pith citing papers

No inbound Pith citation observations are available.