Paper Citation Record · LEDGER

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges

As of 20 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 1 inbound Pith citation observation for arXiv:2505.08197.

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

pith.paper-citation-record.v1
2505.08197 v2

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:05:01.690504Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:40:54.348280Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T14:40:55.342315Z

Reference resolution

44 of 44 outbound references displayed

verified exact0
verified fuzzy31
unresolved13
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eb2eeb79-7828-47bb-9463-dbdaa80d969a · outbound

This paper cites Waves: Benchmarking the ro- bustness of image watermarks.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Waves: Benchmarking the ro- bustness of image watermarks

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.799812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fb8d5523-fedb-4479-b1f7-c2ae6ece2f24 · outbound

This paper cites Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.438663Z

Source-reported events for the cited work

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Observation 6666eacd-31d3-47e8-bf96-3e810c6428e4 · outbound

This paper cites Secure spread spectrum wa- termarking for multimedia.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Secure spread spectrum wa- termarking for multimedia

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.745781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e2075034-845f-4395-a063-6fcfacf5dd74 · outbound

This paper cites The stable signature: Rooting watermarks in latent diffusion models.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges The stable signature: Rooting watermarks in latent diffusion models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.702351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 159a03d3-7c6d-4b74-9da1-d99f9f6bc519 · outbound

This paper cites Robin: Robust and invisible watermarks for diffusion models with adversarial optimization.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Robin: Robust and invisible watermarks for diffusion models with adversarial optimization

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.647100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fcef35ac-cdf6-45aa-9067-668f086c03d5 · outbound

This paper cites Watermarking Visual Concepts for Diffusion Models.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Watermarking Visual Concepts for Diffusion Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.489059Z

Source-reported events for the cited work

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Observation 6cfedaaf-e48a-4259-a42d-3bfd7cd0e92b · outbound

This paper cites Diffusion models for non-autoregressive text generation: A survey.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Diffusion models for non-autoregressive text generation: A survey

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.607711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 313f3a27-657b-419e-8d2c-c5b5b17ecbe3 · outbound

This paper cites Shallow diffuse: Robust and invisible watermarking through low-dimensional subspaces in diffusion models.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Shallow diffuse: Robust and invisible watermarking through low-dimensional subspaces in diffusion models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.499904Z

Source-reported events for the cited work

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Observation 1bb8df11-209b-49ce-b7b2-1db2259294c2 · outbound

This paper cites Mist: Towards Improved Adversarial Examples for Diffusion Models.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Mist: Towards Improved Adversarial Examples for Diffusion Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.505393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fdbd985-e854-454f-8646-652e41ae0c09 · outbound

This paper cites Adversarial example does good: Preventing painting imitation from diffusion models via adversarial examples.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Adversarial example does good: Preventing painting imitation from diffusion models via adversarial examples

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.588270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9347dde2-c957-48a2-8a92-302e5b713212 · outbound

This paper cites Watermarking Diffusion Model.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Watermarking Diffusion Model

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.516733Z

Source-reported events for the cited work

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Observation b1392a19-ff6d-4ac7-96ba-268e09f93ddc · outbound

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

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Metacloak: Preventing unauthorized subject-driven text-to-image diffusion-based synthesis via meta-learning

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.566694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ac5cd19c-5752-4c07-804c-a51053d8b4c2 · outbound

This paper cites Distortion ag- nostic deep watermarking.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Distortion ag- nostic deep watermarking

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.546807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 75ef5252-ce6a-42e4-af97-4c21d8930b00 · outbound

This paper cites Towards deep learning models resistant to adversarial attacks.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Towards deep learning models resistant to adversarial attacks

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.533458Z

Source-reported events for the cited work

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Observation cc142ece-767c-4482-a0a7-9dccfa030b88 · outbound

This paper cites Intellectual property protection of diffusion models via the watermark diffusion process.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Intellectual property protection of diffusion models via the watermark diffusion process

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.491155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation adc1d202-10ef-4f44-9df2-c201c50a9910 · outbound

This paper cites Dreambooth: Fine tuning text-to-image diffusion mod- els for subject-driven generation.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Dreambooth: Fine tuning text-to-image diffusion mod- els for subject-driven generation

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.438885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 40f8c73d-97cc-44c6-a579-5d65d3b44d3c · outbound

This paper cites Raising the Cost of Malicious AI-Powered Image Editing.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Raising the Cost of Malicious AI-Powered Image Editing

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.571602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9a9fb10-dfd4-4a1c-a392-027122e8ee8f · outbound

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

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Glaze: Protecting artists from style mimicry by {Text-to- Image} models

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.422326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0d1c521f-605a-4d29-bfbb-dc3b7eb9903f · outbound

This paper cites Deep unsupervised learning using nonequilibrium thermody- namics.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Deep unsupervised learning using nonequilibrium thermody- namics

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.402342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 25c928c7-0dad-4b4f-b21d-0b97a1366e72 · outbound

This paper cites Deceiving image-to-image translation networks for autonomous driving with adversarial perturbations.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Deceiving image-to-image translation networks for autonomous driving with adversarial perturbations

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.362791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 09f84196-7db5-4398-96ce-8d3e7b773fff · outbound

This paper cites Simac: A simple anti- customization method for protecting face privacy against text-to-image synthesis of diffusion models.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Simac: A simple anti- customization method for protecting face privacy against text-to-image synthesis of diffusion models

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.343362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3aa9f347-8759-49db-ae57-a42f3d385a9a · outbound

This paper cites Tree-Ring Watermarks: Fingerprints for Diffusion Images that are Invisible and Robust.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Tree-Ring Watermarks: Fingerprints for Diffusion Images that are Invisible and Robust

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.614659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a4a745a-4555-466d-9004-4ba41cfe958a · outbound

This paper cites Flexible and secure watermarking for latent diffusion model.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Flexible and secure watermarking for latent diffusion model

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.323404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8b2d0e29-262e-4822-813d-497c6e44fe1a · outbound

This paper cites Toward effective protection against diffusion-based mimicry through score distillation.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Toward effective protection against diffusion-based mimicry through score distillation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.303822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 65ff20ef-b264-4e8d-86a2-90790976d023 · outbound

This paper cites Gaus- sian shading: Provable performance-lossless image wa- termarking for diffusion models.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Gaus- sian shading: Provable performance-lossless image wa- termarking for diffusion models

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.279022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 85515b1f-5e65-4500-927b-c70a96326a84 · outbound

This paper cites Duaw: Data-free universal adversarial wa- termark against stable diffusion customization.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Duaw: Data-free universal adversarial wa- termark against stable diffusion customization

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.257606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bac11f58-c140-4356-8df6-5b7527790386 · outbound

This paper cites Diffforensics: Leveraging diffusion prior to image forgery detection and localization.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Diffforensics: Leveraging diffusion prior to image forgery detection and localization

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.224399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 55d474ed-244f-4115-87db-0e8ab5791285 · outbound

This paper cites Robust Invisible Video Watermarking with Attention.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Robust Invisible Video Watermarking with Attention

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.648750Z

Source-reported events for the cited work

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Observation f2d6a163-6737-4793-a379-43e968ab8082 · outbound

This paper cites A Recipe for Watermarking Diffusion Models.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges A Recipe for Watermarking Diffusion Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.661543Z

Source-reported events for the cited work

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Observation 155a81cd-511c-49f1-b5bd-9eee723f3498 · outbound

This paper cites Unlearnable Examples for Diffusion Models: Protect Data from Unauthorized Exploitation.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Unlearnable Examples for Diffusion Models: Protect Data from Unauthorized Exploitation

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.669579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20fdebbb-3450-4980-b952-a560969cb956 · outbound

This paper cites SoK: Watermarking for AI-Generated Content.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges SoK: Watermarking for AI-Generated Content

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.678134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e8dd6c8-50e2-4fa6-80e6-52fcc6fa1703 · outbound

This paper cites Watermark-embedded adversarial ex- amples for copyright protection against diffusion models.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Watermark-embedded adversarial ex- amples for copyright protection against diffusion models

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.182770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f1a08dd5-a335-46f6-bd70-7fd2b4c27175 · outbound

This paper cites HiDDeN: Hiding Data With Deep Networks.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges HiDDeN: Hiding Data With Deep Networks

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T22:05:01.690504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e99db55-f7dd-4c86-ab8e-38e2a7cb3b02 · outbound

This paper cites Scalable watermarking for identifying large language model outputs.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Scalable watermarking for identifying large language model outputs

Reference 1997

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.726236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f87c4007-d7c5-4192-af34-5d55750ef3bb · outbound

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

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges High-resolution image synthesis with latent diffusion models

Reference 1999

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.458039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ae250a5e-56ee-46b3-9ff8-9cf99fe68825 · outbound

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

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Anti-dreambooth: Protecting users from personalized text-to-image synthesis

Reference 2015

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.382126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 48fea4f3-2fae-454d-8519-88c84e0a72bc · outbound

This paper cites Ringid: Rethinking tree-ring water- marking for enhanced multi-key identification.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Ringid: Rethinking tree-ring water- marking for enhanced multi-key identification

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.764219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7141872e-69b1-4489-bade-2fdbb19045a0 · outbound

This paper cites Diffusion models for adversarial purification.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Diffusion models for adversarial purification

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.510526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 94b87953-24b2-4af2-a5a0-9243afdcccb3 · outbound

This paper cites Udh: Univer- sal deep hiding for steganography, watermarking, and light field messaging.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Udh: Univer- sal deep hiding for steganography, watermarking, and light field messaging

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.202379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 263a0e67-f210-48bd-b9c0-3b362b843069 · outbound

This paper cites In- evitable trade-off between watermark strength and specu- lative sampling efficiency for language models.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges In- evitable trade-off between watermark strength and specu- lative sampling efficiency for language models

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.665613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8180ada7-6b30-4d40-a169-d2595793678a · outbound

This paper cites Wouaf: Weight modulation for user attribution and fingerprinting in text- to-image diffusion models.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Wouaf: Weight modulation for user attribution and fingerprinting in text- to-image diffusion models

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.627398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 40cc55f8-8c98-49f5-af69-1ca4dcd0465f · outbound

This paper cites Denoising diffusion probabilistic models.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Denoising diffusion probabilistic models

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.683177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2f3bac68-4c38-4b89-8796-e02e83f5902a · outbound

This paper cites Pluggable watermarking of deepfake models for deepfake detection.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Pluggable watermarking of deepfake models for deepfake detection

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.781890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 693cbe71-25c2-4f5a-a39c-d47d0e56917b · outbound

This paper cites Information hiding-a survey.

Visual Watermarking in the Era of Diffusion Models: Advances and Challenges Information hiding-a survey

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:05:02.474568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation 14c78cc1-4897-47cc-9716-c2e9ef422e90 · inbound

First-Place Solution to NeurIPS 2024 Invisible Watermark Removal Challenge cites this paper.

First-Place Solution to NeurIPS 2024 Invisible Watermark Removal Challenge Visual Watermarking in the Era of Diffusion Models: Advances and Challenges

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-05T14:40:55.349102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.