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Paper Citation Record · LEDGER

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle

As of 9 August 2026, this Paper Citation Record lists 100 of 216 outbound references and 0 inbound Pith citation observations for arXiv:2608.04314.

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

pith.paper-citation-record.v1
2608.04314 v1

Coverage vector

measured 100 of 216 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T20:00:15.979299Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

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

measured 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

100 of 216 outbound references displayed

  • verified exact6
  • verified fuzzy0
  • unresolved94
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d4cb9ee7-fb4a-4bcb-8ac0-1155c271ed26 · outbound

This paper cites Intriguing properties of neural networks,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Intriguing properties of neural networks,

Reference 1

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Observation 794d0aae-30c3-4273-bf86-432be2d3a6ca · outbound

This paper cites Proactive schemes: A survey of adversarial attacks for social good,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Proactive schemes: A survey of adversarial attacks for social good,

Reference 2

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Observation 5948b9d7-7538-441c-b502-7a66a75c218e · outbound

This paper cites Adversarial machine learning for social good: Reframing the adversary as an ally,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Adversarial machine learning for social good: Reframing the adversary as an ally,

Reference 3

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Observation fce5aef8-0ef5-4c04-827f-d46a084aced2 · outbound

This paper cites Toward a privacy-preserving face recognition system: A survey of leakages and solutions,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Toward a privacy-preserving face recognition system: A survey of leakages and solutions,

Reference 4

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doi, observed 2026-08-08T20:00:16.954513Z

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

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Observation a6f5af1b-26b3-43e8-b68a-ca1363030452 · outbound

This paper cites A Survey on Unlearnable Data.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle A Survey on Unlearnable Data

Reference 5

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Observation 41f6b967-4228-4a98-a4a8-ae00bdb4b998 · outbound

This paper cites A survey of defenses against AI-generated visual media: Detection, disruption, and authentication,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle A survey of defenses against AI-generated visual media: Detection, disruption, and authentication,

Reference 6

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source=pdf_text observed=2026-08-08T20:00:15.405459Z digest=sha256:e352769622e033b0caaaa325ed1096112229e01185cf67dadc7fc53f9ed7ae03

Observation 470c1297-c196-4856-ace0-e6589373d403 · outbound

This paper cites A survey on adversarial perturbations and attacks on captchas,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle A survey on adversarial perturbations and attacks on captchas,

Reference 7

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Observation e2f9dc50-013d-4c96-b824-e630d87765f3 · outbound

This paper cites Sok: Watermarking for ai-generated content,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Sok: Watermarking for ai-generated content,

Reference 8

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Observation 276de30a-39fb-4018-a26a-986b0966f4cc · outbound

This paper cites Sok: Anti-facial recognition technology,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Sok: Anti-facial recognition technology,

Reference 9

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source=pdf_text observed=2026-08-08T20:00:15.430516Z digest=sha256:e5e5ff619ac5baeeecdb5bd99269e331fc4ce2e918e2a539d5f8418f91077a38

Observation ec98d8cc-550e-4771-991e-34b73d085493 · outbound

This paper cites A survey on proactive deepfake defense: Disruption and water- marking,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle A survey on proactive deepfake defense: Disruption and water- marking,

Reference 10

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source=pdf_text observed=2026-08-08T20:00:15.435215Z digest=sha256:9f9d5f8c6080b28093b581284267cac164edb03e155034c102fb7ea537f48ca6

Observation 6e67cb88-db81-499e-9a89-9dde804b47f7 · outbound

This paper cites Towards privacy- preserving visual recognition via adversarial training: A pilot study,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Towards privacy- preserving visual recognition via adversarial training: A pilot study,

Reference 11

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Observation d87fde5c-906a-426f-a57f-6ab4a77924a5 · outbound

This paper cites Fawkes: Protecting privacy against unauthorized deep learning models,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Fawkes: Protecting privacy against unauthorized deep learning models,

Reference 12

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Observation 6d870287-a5be-42fe-83f2-6059e7383692 · outbound

This paper cites Adver- sarial privacy-preserving filter,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Adver- sarial privacy-preserving filter,

Reference 13

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source=pdf_text observed=2026-08-08T20:00:15.455860Z digest=sha256:cc4177d93651a6020425d823db3b5f3dfe3aa8a706f2ecb7b454a9b06f9bb3e1

Observation 64edf5c4-7a68-4ca8-afb7-f14528952cf2 · outbound

This paper cites Lowkey: Leveraging adversarial attacks to protect social media users from facial recognition,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Lowkey: Leveraging adversarial attacks to protect social media users from facial recognition,

Reference 14

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source=pdf_text observed=2026-08-08T20:00:15.462501Z digest=sha256:c05095b736647ac9d5efac3459daa276dbf3dcb14e2fa77bc1eb1bcfb5ab1fed

Observation 3991dd53-88bc-4672-a453-59a76f768486 · outbound

This paper cites Socialguard: An adversarial example based privacy-preserving technique for social images,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Socialguard: An adversarial example based privacy-preserving technique for social images,

Reference 15

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source=pdf_text observed=2026-08-08T20:00:15.467849Z digest=sha256:d0c381cfb22a243dd926b8e3a3e9e5e8ae56a8f853e2f1cfc9b6a1ed5aeb60c0

Observation 6aaee0da-6ad4-4d94-9fe5-e51111ff3210 · outbound

This paper cites Low-mid adversarial pertur- bation against unauthorized face recognition system,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Low-mid adversarial pertur- bation against unauthorized face recognition system,

Reference 16

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Observation 6f1833bc-81a2-4f04-b06a-09cde2b71ad2 · outbound

This paper cites Towards Prompt-robust Face Privacy Protection via Adversarial Decoupling Augmentation Framework.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Towards Prompt-robust Face Privacy Protection via Adversarial Decoupling Augmentation Framework

Reference 17

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source=pdf_text observed=2026-08-08T20:00:15.478622Z digest=sha256:37c29f02d2491ace7902e119ecc49d3b3290eb6bad749e47b5cd010738f49ad9

Observation 28a50d1e-da2a-4fe4-bcd1-5f471b943ea1 · outbound

This paper cites Campro: Camera-based anti-facial recognition,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Campro: Camera-based anti-facial recognition,

Reference 18

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source=pdf_text observed=2026-08-08T20:00:15.483996Z digest=sha256:243ea16ca7af6fb1d208ad9437670d35441bdd43459a28539e1d49c336477605

Observation d9a5ccb1-bc1e-49c3-a213-8725753aee09 · outbound

This paper cites Enhancing generalization of invisible facial privacy cloak via gradient accumulation,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Enhancing generalization of invisible facial privacy cloak via gradient accumulation,

Reference 19

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Observation 41c7b8bc-3675-44ee-b35a-18434414e61c · outbound

This paper cites Transferable facial privacy protection against blind face restora- tion via domain-consistent adversarial obfuscation,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Transferable facial privacy protection against blind face restora- tion via domain-consistent adversarial obfuscation,

Reference 20

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Observation 97c63716-c165-4498-a01e-542b5c585d84 · outbound

This paper cites VIP: Visual Information Protection through Adversarial Attacks on Vision-Language Models.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle VIP: Visual Information Protection through Adversarial Attacks on Vision-Language Models

Reference 21

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source=pdf_text observed=2026-08-08T20:00:15.501309Z digest=sha256:8c887bf5d28d3000487498bc3f34847c5666781a758085f87e3d21ccfc4a47ea

Observation 6b2681e2-d1fc-4235-bf71-624aaff44489 · outbound

This paper cites Dis- rupting hierarchical reasoning: Adversarial protection for geo- graphic privacy in multimodal reasoning models,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Dis- rupting hierarchical reasoning: Adversarial protection for geo- graphic privacy in multimodal reasoning models,

Reference 22

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-08T20:00:15.506759Z digest=sha256:38603c97cf7d2a454697c67ba0cc7713d3eaf22423413b40a539e84cfa2a52c3

Observation 936995f0-2258-4342-89dc-3a0c7a383187 · outbound

This paper cites Geoshield: Safe- guarding geolocation privacy from vision-language models via adversarial perturbations,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Geoshield: Safe- guarding geolocation privacy from vision-language models via adversarial perturbations,

Reference 23

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source=pdf_text observed=2026-08-08T20:00:15.512745Z digest=sha256:e157566bad6f91a8b91403e04a2933400bf740e438c22a0498aef5ce772f9040

Observation d6ef7de2-1de7-46cb-8121-c07823a527df · outbound

This paper cites Effective de-identification generative adversarial network for face anonymization,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Effective de-identification generative adversarial network for face anonymization,

Reference 24

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source=pdf_text observed=2026-08-08T20:00:15.518312Z digest=sha256:73cc4591ca6d9129bbdef4f40f3a681f9ae2d74022b5dcfc6adc564f970df2e2

Observation 2ebd75f1-80cd-433a-8e6a-dd92efd116bd · outbound

This paper cites Adv-Makeup: A New Imperceptible and Transferable Attack on Face Recognition.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Adv-Makeup: A New Imperceptible and Transferable Attack on Face Recognition

Reference 25

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source=pdf_text observed=2026-08-08T20:00:15.523748Z digest=sha256:dfb3e68804fa291370d9b2c0e340082ceee28a7290b274753e6b2bb6a04cf1e0

Observation 24e3f444-2456-4149-80a9-1eca56d02d7a · outbound

This paper cites Clip2protect: Pro- tecting facial privacy using text-guided makeup via adversarial latent search,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Clip2protect: Pro- tecting facial privacy using text-guided makeup via adversarial latent search,

Reference 26

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source=pdf_text observed=2026-08-08T20:00:15.528971Z digest=sha256:b7e3a7616507c1f0f458ac05e182ab5d4a4d515eaae57bd36ccbfad3c47de7a1

Observation 6b936007-f646-44ec-9659-249c66145728 · outbound

This paper cites Diffprotect: Generate adversarial examples with diffusion mod- els for facial privacy protection,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Diffprotect: Generate adversarial examples with diffusion mod- els for facial privacy protection,

Reference 27

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source=pdf_text observed=2026-08-08T20:00:15.536999Z digest=sha256:58eb9bb885d68ff1ee7367443c34075f732c6677711539db274b60d4580c57d9

Observation 8aaf46ea-5b0e-4a5e-a575-5636f66d3179 · outbound

This paper cites Privacy-preserving adversarial facial features,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Privacy-preserving adversarial facial features,

Reference 28

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source=pdf_text observed=2026-08-08T20:00:15.542978Z digest=sha256:b218104f0cd78c1647a554f7c4ef1e8ab9f3a8e1842c5f523a0f72d23cb76278

Observation b2ef57fe-d3c4-4625-94fb-bad1261fbf29 · outbound

This paper cites 3d-aware adversarial makeup generation for facial privacy protection,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle 3d-aware adversarial makeup generation for facial privacy protection,

Reference 29

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source=pdf_text observed=2026-08-08T20:00:15.547711Z digest=sha256:907dda37543b6074af187152de6f0bf7fc6ccf5246ba807732dcb275c49e5050

Observation 85557a68-a529-4f0d-947c-89762d1e2fc6 · outbound

This paper cites Achieving privacy- preserving multi-view consistency with advanced 3d-aware face de-identification,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Achieving privacy- preserving multi-view consistency with advanced 3d-aware face de-identification,

Reference 30

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source=pdf_text observed=2026-08-08T20:00:15.552481Z digest=sha256:0a5936822a273e4eaa59df9577513f74fa8a392f3e73e0d57236fbf077adaa2d

Observation 9ca8bbd2-e164-46bc-b4df-94b51f05bc4c · outbound

This paper cites Transfer- able adversarial facial images for privacy protection,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Transfer- able adversarial facial images for privacy protection,

Reference 31

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source=pdf_text observed=2026-08-08T20:00:15.557860Z digest=sha256:da32f21d110da1b106ddb1a8e0210d1f3b4a3c0ef6537829a736be81aad22ee3

Observation f083f563-2f98-4e74-b88f-842e7013211b · outbound

This paper cites Adv- diffusion: imperceptible adversarial face identity attack via latent diffusion model,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Adv- diffusion: imperceptible adversarial face identity attack via latent diffusion model,

Reference 32

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source=pdf_text observed=2026-08-08T20:00:15.562966Z digest=sha256:991195afcbf0f32c92d9a62d32049bf424cffee238340cc2279f4c1b976c625d

Observation bc619f5c-e359-48b0-9802-5c7099608527 · outbound

This paper cites Diffam: Diffusion- based adversarial makeup transfer for facial privacy protection,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Diffam: Diffusion- based adversarial makeup transfer for facial privacy protection,

Reference 33

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Observation c4dcb92e-1b91-4e2f-9350-6e4c2b5a3d2a · outbound

This paper cites Diff-privacy: Diffusion-based face privacy protection,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Diff-privacy: Diffusion-based face privacy protection,

Reference 34

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source=pdf_text observed=2026-08-08T20:00:15.573387Z digest=sha256:8c820cd2816f4994ee5ea4f42776108f074812ecf72021af6df79369d214c6ca

Observation 432386ab-dcab-4fb1-924e-3d67fc2ed65e · outbound

This paper cites Makeup-guided facial privacy protection via untrained neural network priors,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Makeup-guided facial privacy protection via untrained neural network priors,

Reference 35

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Observation a8fdd537-42a9-4096-aefe-ba73bdc70332 · outbound

This paper cites Styleadv: a usable privacy frame- work against facial recognition with adversarial image editing,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Styleadv: a usable privacy frame- work against facial recognition with adversarial image editing,

Reference 36

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source=pdf_text observed=2026-08-08T20:00:15.583566Z digest=sha256:2b81b0ee9d2cfbd86f24f1c163df38d16a09a9b1f80e058a220d8cfc19eccc14

Observation 1917236f-1136-48fa-97dd-8f35d0d9de30 · outbound

This paper cites Sd4privacy: exploiting stable diffusion for protecting facial privacy,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Sd4privacy: exploiting stable diffusion for protecting facial privacy,

Reference 37

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source=pdf_text observed=2026-08-08T20:00:15.589987Z digest=sha256:9537918414f5fa54e90adc3f4f649c683adb607958d54a9b8b1ca50b85a18ad6

Observation 2f8bb520-7046-4bda-b831-756f73c534df · outbound

This paper cites Adversarial 3d generation based on diffusion models for anti-facial recognition,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Adversarial 3d generation based on diffusion models for anti-facial recognition,

Reference 38

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source=pdf_text observed=2026-08-08T20:00:15.594857Z digest=sha256:77ae2eaeae0da42915985d2e852b32f81f2795ccf0f5d37e1c6b85c5d1ff6d78

Observation d1ccd216-1747-4053-9692-b07e905a29ff · outbound

This paper cites Advcloak: Customized adversarial cloak for privacy protection,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Advcloak: Customized adversarial cloak for privacy protection,

Reference 39

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source=pdf_text observed=2026-08-08T20:00:15.600347Z digest=sha256:e885d3ec3c5717be78c569b5c05fe02ef5232416b29a50cc744bc17fc9aff67e

Observation be483233-685b-4889-925e-fdadd45ed062 · outbound

This paper cites Crfd: A novel face privacy preservation via fine-grained controllable and reversible de-identification,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Crfd: A novel face privacy preservation via fine-grained controllable and reversible de-identification,

Reference 40

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source=pdf_text observed=2026-08-08T20:00:15.606156Z digest=sha256:eed0060c8cb7726e44cc16c0a81ca5d5ef34775eb5a2f5650913fe23e55d6472

Observation dbd9868f-0721-413f-ae79-127a6e703601 · outbound

This paper cites Machine pareidolia: Protecting facial image with emotional editing,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Machine pareidolia: Protecting facial image with emotional editing,

Reference 41

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source=pdf_text observed=2026-08-08T20:00:15.611604Z digest=sha256:6f9c305d658a778be284040edcca56a48cc5a32c0fe51ca19776144b416b9ff1

Observation adde3731-2214-4b2b-b833-9fe199bb66ac · outbound

This paper cites Accessorize to a crime: Real and stealthy attacks on state-of-the-art face recognition,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Accessorize to a crime: Real and stealthy attacks on state-of-the-art face recognition,

Reference 42

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source=pdf_text observed=2026-08-08T20:00:15.617502Z digest=sha256:ccc7c5aec191c900cf170312e5c1f0b3ce14e50046dce20142959c271ab336da

Observation 394915b4-1bdd-446c-9552-fcda92917c54 · outbound

This paper cites Adversarial face de-identification,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Adversarial face de-identification,

Reference 43

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source=pdf_text observed=2026-08-08T20:00:15.624682Z digest=sha256:441159eae384a4c4d59162a78df86d0a8585dc5295c3c765169cf72e2cbfcddf

Observation f6ff3999-4525-4cb7-8099-dbde4f289cf3 · outbound

This paper cites To- wards face encryption by generating adversarial identity masks,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle To- wards face encryption by generating adversarial identity masks,

Reference 44

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source=pdf_text observed=2026-08-08T20:00:15.629740Z digest=sha256:e1c4bcaac0632b5b0f90ef7282d981bdbed2bc7bcfe38ef7ebd382f43d3a5e07

Observation f6ecc3c4-f4d7-49cf-9f16-18a3b3770968 · outbound

This paper cites Adversarial attacks on face detection algorithms using anti-facial recognition t-shirts,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Adversarial attacks on face detection algorithms using anti-facial recognition t-shirts,

Reference 45

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source=pdf_text observed=2026-08-08T20:00:15.635012Z digest=sha256:2f442b9efadca7c01011639f69915604f33dc6ced5121e8e83a0bd9bbecf718e

Observation 6293fe9e-753a-4c80-b913-bac73b08cacd · outbound

This paper cites Identi- tymask: Deep motion flow guided reversible face video de- identification,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Identi- tymask: Deep motion flow guided reversible face video de- identification,

Reference 46

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source=pdf_text observed=2026-08-08T20:00:15.642212Z digest=sha256:35e7a41829282b9ab467247aba0f81fddb4b8f74adfd7379967975425d0012a5

Observation 71f0fecc-ecad-4c0c-bde1-336d0ea43126 · outbound

This paper cites Opom: Customized invisible cloak towards face privacy protection,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Opom: Customized invisible cloak towards face privacy protection,

Reference 47

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source=pdf_text observed=2026-08-08T20:00:15.647611Z digest=sha256:54ade44ed4517976663907db8b800cd5c8bade496adaa205394fffdba6fa53b2

Observation 87e366cb-bcf9-4248-8d85-8f03b2af306d · outbound

This paper cites Protecting facial privacy: Generating adversarial identity masks via style-robust makeup transfer,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Protecting facial privacy: Generating adversarial identity masks via style-robust makeup transfer,

Reference 48

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source=pdf_text observed=2026-08-08T20:00:15.653740Z digest=sha256:a91e2e0eded28debdc1346b4cd85e047bd3955fe3f7d8cde0a6196d2d6928479

Observation 108058f3-3aa1-4358-b81b-5b59c7d8663f · outbound

This paper cites Collaborative face privacy protection method based on adversarial examples in so- cial networks,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Collaborative face privacy protection method based on adversarial examples in so- cial networks,

Reference 49

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source=pdf_text observed=2026-08-08T20:00:15.658694Z digest=sha256:9ca2fea9450b40d521a4bfaff89b5bd7286d20d7e52ecb66762c358d0fb743c2

Observation 5730c4fc-dfd3-49c2-a7c7-00e7a015c18c · outbound

This paper cites Diversity-driven privacy protection masks against unautho- rized face recognition,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Diversity-driven privacy protection masks against unautho- rized face recognition,

Reference 50

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source=pdf_text observed=2026-08-08T20:00:15.664628Z digest=sha256:a480ff53102c3fd4dc3a45f1ca9fc81250b65f32b9698b06f32ec16b717e390c

Observation f8e5c399-0e05-4164-8519-7c87f12251a5 · outbound

This paper cites Reversible privacy preserving on vision-language models via adversarial multimodal key,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Reversible privacy preserving on vision-language models via adversarial multimodal key,

Reference 51

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source=pdf_text observed=2026-08-08T20:00:15.669861Z digest=sha256:fcb44a84f834f243c247eabeebe75c1d1a235a883606eaffaa86f50085069e35

Observation fcc23f09-f11e-485d-a1c1-52af4cbffa39 · outbound

This paper cites Erasablemask: A robust and erasable privacy protection scheme against black-box face recognition models,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Erasablemask: A robust and erasable privacy protection scheme against black-box face recognition models,

Reference 52

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source=pdf_text observed=2026-08-08T20:00:15.675463Z digest=sha256:996da328b16c60afb60c78fcf8da480421df432a878bb6a78c2b48cbccf77f99

Observation 5e7a18fb-7641-4b6c-be89-04af70bb0151 · outbound

This paper cites Dualtap: A dual-task adversarial protector for mobile mllm agents,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Dualtap: A dual-task adversarial protector for mobile mllm agents,

Reference 53

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T20:00:15.680607Z digest=sha256:9baa3aaf50d79b5d0cfed473f9cb38ebdd1e684eb137328cf8f3e7a8e201cd45

Observation 03dbc9b9-2b5f-4a37-b7a6-d8106f42538f · outbound

This paper cites Adversarial examples make strong poisons,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Adversarial examples make strong poisons,

Reference 54

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source=pdf_text observed=2026-08-08T20:00:15.685964Z digest=sha256:7f6f7e531bcc77b51ae7d4bc6e73f2af9bf60140ee3b670905f9bdab5c8528b2

Observation ad3ae65e-2928-45ce-8f58-c39d7957fa91 · outbound

This paper cites Un- learnable examples: Making personal data unexploitable,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Un- learnable examples: Making personal data unexploitable,

Reference 55

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source=pdf_text observed=2026-08-08T20:00:15.691522Z digest=sha256:5c19a9d1181ae5f2f01ce54b025d710020000cfedfb71727daa1f929fcf4825e

Observation 7e9391c6-7110-458c-8d56-6e85f804df96 · outbound

This paper cites Going Grayscale: The Road to Understanding and Improving Unlearnable Examples.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Going Grayscale: The Road to Understanding and Improving Unlearnable Examples

Reference 56

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source=pdf_text observed=2026-08-08T20:00:15.697771Z digest=sha256:e0a670a4fb47dc9ebd537f6a8edc7f64b52bb4b2981dd75eb423b649b6764af7

Observation 849a1534-d6b6-4c4e-ba01-a46c83134435 · outbound

This paper cites Robust unlearnable examples: Protecting data privacy against adversarial learning,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Robust unlearnable examples: Protecting data privacy against adversarial learning,

Reference 57

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source=pdf_text observed=2026-08-08T20:00:15.704403Z digest=sha256:e06be6fa24961635db8da1e90d1bf423ada508614cf17add26bcfcaf6f8f41fe

Observation 73f2b3dc-5b23-4533-8774-300bcffdf2c0 · outbound

This paper cites Re-thinking data availability attacks against deep neural networks,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Re-thinking data availability attacks against deep neural networks,

Reference 58

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source=pdf_text observed=2026-08-08T20:00:15.709288Z digest=sha256:e27ea84aee4f3558050402eab707cbb67dbe74f690da48a0ad80758e7bce257d

Observation 5abfa463-28a6-44bf-b15c-81a8258fc94b · outbound

This paper cites Stable unlearnable example: Enhancing the robustness of unlearnable examples via stable error-minimizing noise,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Stable unlearnable example: Enhancing the robustness of unlearnable examples via stable error-minimizing noise,

Reference 59

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source=pdf_text observed=2026-08-08T20:00:15.715092Z digest=sha256:cf21759c5d8651d8bf5cb88c8af54e2f9c164ff9143d6373878428e0b6b63f60

Observation f9e590b8-0acf-448d-8c27-e926d7787acd · outbound

This paper cites Armor: Shielding unlearnable examples against data augmentation,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Armor: Shielding unlearnable examples against data augmentation,

Reference 60

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source=pdf_text observed=2026-08-08T20:00:15.725088Z digest=sha256:0403c35c758ce595a72e1df8c2f602401a966351df1e36c812d9d5d080a72ec6

Observation 622dc5a3-d0ae-4bba-ba86-5e32b9ddaec8 · outbound

This paper cites Securing Biomedical Images from Unauthorized Training with Anti-Learning Perturbation.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Securing Biomedical Images from Unauthorized Training with Anti-Learning Perturbation

Reference 61

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-08T20:00:15.731027Z digest=sha256:79d0b95e877997762fa36b49b4cb2d70e318c1a4e11c4382894c120ed61a5db4

Observation 67c46a55-b122-424a-bec4-424fc936a7cf · outbound

This paper cites Self-ensemble protection: Training checkpoints are good data protectors,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Self-ensemble protection: Training checkpoints are good data protectors,

Reference 62

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source=pdf_text observed=2026-08-08T20:00:15.739178Z digest=sha256:b7f66784f6b9b9c9f3dcdb92ecd4a5d3e3cf2dda086ab9a85834d5bc456bea52

Observation ad5b9f58-7d74-486b-b9db-b8d4f1b68fdb · outbound

This paper cites Neural tangent generalization at- tacks,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Neural tangent generalization at- tacks,

Reference 63

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source=pdf_text observed=2026-08-08T20:00:15.744340Z digest=sha256:b247338a9c1c0452e363dd112b6b95ab52908cca1b085eac1002c78652e0983c

Observation bb359e0a-cf1b-4190-8f55-f62bc63f237d · outbound

This paper cites Is adversarial training really a silver bullet for mitigating data poisoning?.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Is adversarial training really a silver bullet for mitigating data poisoning?

Reference 64

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source=pdf_text observed=2026-08-08T20:00:15.750917Z digest=sha256:9c190be284671596d309a00a1338cf99fe33d71dd7c164f67cb78d53670d6984

Observation 3ff5de3c-a4a4-4073-8133-e8a04efd0416 · outbound

This paper cites Semantic deep hiding for robust unlearnable examples,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Semantic deep hiding for robust unlearnable examples,

Reference 65

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source=pdf_text observed=2026-08-08T20:00:15.755649Z digest=sha256:6d4c0af855ff605da1ee713d585f8e9213ac5cf2a875af752536deae8ec0a798

Observation 4115109c-5115-4304-8f16-f67eccb616db · outbound

This paper cites Why do unlearnable examples work: A novel perspective of mutual information,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Why do unlearnable examples work: A novel perspective of mutual information,

Reference 66

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source=pdf_text observed=2026-08-08T20:00:15.760780Z digest=sha256:22cdb3a1f041dfd5c22e5d367d05e59956a5c54b96b1d23bea274af41500020c

Observation 5590926e-1fb8-422b-aaae-116d99f6acc5 · outbound

This paper cites Transferable unlearnable examples,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Transferable unlearnable examples,

Reference 67

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source=pdf_text observed=2026-08-08T20:00:15.768220Z digest=sha256:0e8d1ff81440e3dc2234c4867981370fadf8e77253f79d0623a1e0104e0c82e9

Observation b506df2d-fa29-4305-a6de-3e166b793dce · outbound

This paper cites Efficient availability attacks against supervised and contrastive learning simultaneously,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Efficient availability attacks against supervised and contrastive learning simultaneously,

Reference 68

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source=pdf_text observed=2026-08-08T20:00:15.773674Z digest=sha256:f744731ee65d25e5ed235c829af039e1d309e7c2dad8aaa2db466760ba9f5729

Observation 8759951d-beda-45e7-8d03-7152fd80ed3a · outbound

This paper cites Unlearnable clusters: Towards label-agnostic unlearnable exam- ples,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Unlearnable clusters: Towards label-agnostic unlearnable exam- ples,

Reference 69

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source=pdf_text observed=2026-08-08T20:00:15.779068Z digest=sha256:d5fb3ce1d1b4b4a76d8ce7a43dc1cc74768ebd271db9d335e612e6b56c59595d

Observation 6ee591e2-0fa7-4d6e-b4fa-305a027eef63 · outbound

This paper cites One for all: A universal generator for concept unlearnability via multi-modal alignment,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle One for all: A universal generator for concept unlearnability via multi-modal alignment,

Reference 70

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source=pdf_text observed=2026-08-08T20:00:15.784263Z digest=sha256:381820a47e6893b5f736545e4e2ef398cca0bf3ce21cc0756b24bb7bb13bc433

Observation 9121c4f5-f985-4422-bf5c-888184f70339 · outbound

This paper cites Multimodal unlearn- able examples: Protecting data against multimodal contrastive learning,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Multimodal unlearn- able examples: Protecting data against multimodal contrastive learning,

Reference 71

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source=pdf_text observed=2026-08-08T20:00:15.791854Z digest=sha256:dc62b3d913f39e27a06de62ca35af84e992b3e8d1f2a9f8f36231cc7dfe0f813

Observation 51bdc760-88c7-416d-8456-126f6cf62bbe · outbound

This paper cites Unseg: One universal unlearnable example generator is enough against all image segmentation,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Unseg: One universal unlearnable example generator is enough against all image segmentation,

Reference 72

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-08T20:00:15.803290Z digest=sha256:1a568dcda9042758b099d51f4f7040f4a9add08b9a4e5bd757354b78e83a7202

Observation 0f1cab8e-3236-41dd-a68d-430789851435 · outbound

This paper cites T2ue: Generating unlearnable examples from text descriptions,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle T2ue: Generating unlearnable examples from text descriptions,

Reference 73

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no resolver link, observed 2026-08-08T20:00:15.811215Z

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source=pdf_text observed=2026-08-08T20:00:15.811215Z digest=sha256:6cbc42ec45ecc4a988fe84af89dc40cbf110463a528a58ae4c11e3bead7a37db

Observation ba2bba7a-bca3-4d8c-8af9-a812a342fe4b · outbound

This paper cites Versatile transferable unlearnable example generator,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Versatile transferable unlearnable example generator,

Reference 74

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Observation aa3fe5cb-9d7f-45f8-b01a-7a8e979fd882 · outbound

This paper cites Game-theoretic unlearnable example generator,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Game-theoretic unlearnable example generator,

Reference 75

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source=pdf_text observed=2026-08-08T20:00:15.823558Z digest=sha256:4a34f51d7a4c25d52cd211844e5b4f19d74ca946feaad4bf70cf9c2cdb969df9

Observation 9b9da51e-20c9-496b-b679-f5180dbc07c2 · outbound

This paper cites When priors backfire: On the vulnerability of unlearnable ex- amples to pretraining,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle When priors backfire: On the vulnerability of unlearnable ex- amples to pretraining,

Reference 76

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source=pdf_text observed=2026-08-08T20:00:15.829411Z digest=sha256:401d04ae24e4a00362b4c41ffe7bb52714b2d80ddd9652d8ba4c7cfb1a140a24

Observation d19122b5-3d16-42ae-8672-c9e657c781ce · outbound

This paper cites Provably unlearnable data examples,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Provably unlearnable data examples,

Reference 77

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source=pdf_text observed=2026-08-08T20:00:15.834165Z digest=sha256:63df66f0de8fbf562cef85a46591315a69932a5fec71542c36a7a1d15acc8c15

Observation 274aa1af-12ae-4a08-b60f-733a9b7eba70 · outbound

This paper cites Segue: side-information guided generative unlearnable examples for facial privacy protection in real world,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Segue: side-information guided generative unlearnable examples for facial privacy protection in real world,

Reference 78

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source=pdf_text observed=2026-08-08T20:00:15.840661Z digest=sha256:858270ae41ec5511626c829bddabc3a7b0c77fa915d7291946a46096f8416bd8

Observation fa4eada4-f0dc-4d99-918f-8895e087181e · outbound

This paper cites Availability attacks create shortcuts,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Availability attacks create shortcuts,

Reference 79

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source=pdf_text observed=2026-08-08T20:00:15.846540Z digest=sha256:13b1ad2bdd512d6ff9b11e3e4093c2590ba21ec42a393ecf40d8645cdbc3306b

Observation 2e74002c-29d7-4d6d-9d58-9a91bb8f0d75 · outbound

This paper cites Autoregressive perturbations for data poisoning,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Autoregressive perturbations for data poisoning,

Reference 80

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source=pdf_text observed=2026-08-08T20:00:15.852165Z digest=sha256:12314ee8099edf3eaa1e6b39aae39777df89a5da5c58797b1e40a29e2e238ad1

Observation 7f166d32-3187-41b1-ad7d-67ca6fdcce27 · outbound

This paper cites One-pixel shortcut: On the learning preference of deep neural networks,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle One-pixel shortcut: On the learning preference of deep neural networks,

Reference 81

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source=pdf_text observed=2026-08-08T20:00:15.857728Z digest=sha256:f0307669438dbc98cbfc409e13639227a31824c21d1aeaee6fe5adc10168fdfe

Observation 3b729a52-cca2-4b67-9963-a3d27b5472ef · outbound

This paper cites Cuda: Convolution-based unlearnable datasets,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Cuda: Convolution-based unlearnable datasets,

Reference 82

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source=pdf_text observed=2026-08-08T20:00:15.862761Z digest=sha256:4bd2c12312e2995aed40f18b0f37caa6d9199623442e9148d201b47d3519a557

Observation 862057d9-5604-4b68-a198-e4efc5686c21 · outbound

This paper cites Leverag- ing imperfect restoration for data availability attack,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Leverag- ing imperfect restoration for data availability attack,

Reference 83

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source=pdf_text observed=2026-08-08T20:00:15.868395Z digest=sha256:aba5aa28a4799536008abc5ff5921489453c074bc83cffbdcd78cc2a5f0d2c84

Observation 8ad3e822-0f32-432a-bdda-6d044909c622 · outbound

This paper cites K-space bispectrum steganography for robust unlearnable data,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle K-space bispectrum steganography for robust unlearnable data,

Reference 84

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source=pdf_text observed=2026-08-08T20:00:15.875775Z digest=sha256:c2773cfcfc478d2fddfc487a2038bc1f644024e985557582c72249ee664b30f8

Observation 4612335e-ea18-4a0f-93bc-ba8fe6c331bd · outbound

This paper cites Safeguarding Medical Image Segmentation Datasets against Unauthorized Training via Contour- and Texture-Aware Perturbations.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Safeguarding Medical Image Segmentation Datasets against Unauthorized Training via Contour- and Texture-Aware Perturbations

Reference 85

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source=pdf_text observed=2026-08-08T20:00:15.880801Z digest=sha256:f37e608ccb97760c0f8e4ad10e9901f7ec21d76aef6ec794f1e9bca64f9b17ec

Observation 633a7c53-6306-47e7-a190-c3e04228e121 · outbound

This paper cites Temporal unlearnable examples: Preventing personal video data from unauthorized exploitation by object tracking,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Temporal unlearnable examples: Preventing personal video data from unauthorized exploitation by object tracking,

Reference 86

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source=pdf_text observed=2026-08-08T20:00:15.886791Z digest=sha256:1fbd3c7f754ff9c1bc28aea26974097e882cacc6df877b2cdf058e4dda7d1442

Observation 13b2adcf-91db-47ff-8f3c-5bffe83d75e3 · outbound

This paper cites Adversarial example does good: preventing paint- ing imitation from diffusion models via adversarial examples,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Adversarial example does good: preventing paint- ing imitation from diffusion models via adversarial examples,

Reference 87

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source=pdf_text observed=2026-08-08T20:00:15.895519Z digest=sha256:a2f2ff76e41a22397d8d23ab23617e763689c8f685aefd0f0a63f39d7798621f

Observation cae92576-8373-49a0-be24-b1cc24acae13 · outbound

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

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Glaze: Protecting artists from style mimicry by{Text- to-Image}models,

Reference 88

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source=pdf_text observed=2026-08-08T20:00:15.901509Z digest=sha256:fa9420b0c3bdee38f2a22dfa9537d95647cfe7a8c973d2b0277a498e9daf8ce1

Observation 5f6757e9-4228-4596-a3b0-a79a607ce9ac · outbound

This paper cites Nightshade: Prompt-specific poisoning attacks on text-to-image generative models,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Nightshade: Prompt-specific poisoning attacks on text-to-image generative models,

Reference 89

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source=pdf_text observed=2026-08-08T20:00:15.906696Z digest=sha256:56b2193680e15e341b20edf7a63b9749678065ae5ab19d9270fe15c948125a53

Observation 02b70336-1b6b-4147-9cc8-322a7a063077 · outbound

This paper cites Toward effective protec- tion against diffusion-based mimicry through score distillation,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Toward effective protec- tion against diffusion-based mimicry through score distillation,

Reference 90

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source=pdf_text observed=2026-08-08T20:00:15.912824Z digest=sha256:25a2a821ff3cae5cdc952747a22117a503352e4c41b86385323c442d8484f8fc

Observation b4292016-ecda-4312-8a3f-092ea597cdd8 · outbound

This paper cites Styleguard: Pre- venting text-to-image-model-based style mimicry attacks by style perturbations,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Styleguard: Pre- venting text-to-image-model-based style mimicry attacks by style perturbations,

Reference 91

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source=pdf_text observed=2026-08-08T20:00:15.919216Z digest=sha256:9de28e6a97374a490d71a538edb3b62fee0c2068ac01982e27ef4248b02a0066

Observation 89b5fecb-d524-4f0d-ae0c-2f8cd864c0de · outbound

This paper cites Styleprotect: Safeguarding artistic identity in finetuned diffusion models,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Styleprotect: Safeguarding artistic identity in finetuned diffusion models,

Reference 92

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source=pdf_text observed=2026-08-08T20:00:15.926327Z digest=sha256:ba7c04a06acea7f0dde0054397786c84616041d83310240d46f0b6ecd278dc70

Observation 00b7d90a-f31f-42a1-babb-dfb196beee51 · outbound

This paper cites Nearly zero-cost protection against mimicry by personalized diffusion models,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Nearly zero-cost protection against mimicry by personalized diffusion models,

Reference 93

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source=pdf_text observed=2026-08-08T20:00:15.933509Z digest=sha256:1d949dd480321a8daa569219dde97b4b2f8608141f85b1b1840bae01108cf45a

Observation e4383f1c-81f1-484d-8f01-0d26fd022537 · outbound

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

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Anti-dreambooth: Protecting users from personalized text-to-image synthesis,

Reference 94

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source=pdf_text observed=2026-08-08T20:00:15.941282Z digest=sha256:13eda25b45239056ec954561932885af898948f879b06bd0c5d1624b19d5fa4c

Observation 16ed9a63-d13a-4a36-93f1-02f71098bdfd · outbound

This paper cites Countering personalized text-to- image generation with influence watermarks,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Countering personalized text-to- image generation with influence watermarks,

Reference 95

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source=pdf_text observed=2026-08-08T20:00:15.947372Z digest=sha256:6f0f9e356cccaa57b5fc5f634a546ed6f11884ba9768a9d63cd86d412c450e63

Observation 07a47c37-4ba7-4efc-a39a-43c63477765f · outbound

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

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Metacloak: Preventing unauthorized subject-driven text-to-image diffusion- based synthesis via meta-learning,

Reference 96

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source=pdf_text observed=2026-08-08T20:00:15.955035Z digest=sha256:a592e8ee36cc26b0229813a8eb768e405ca50341247498d243b9c3d89b45a106

Observation 8435c277-583f-4e05-a162-a2f63af22ab6 · outbound

This paper cites An h-space based adversarial attack for protection against few-shot person- alization,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle An h-space based adversarial attack for protection against few-shot person- alization,

Reference 97

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source=pdf_text observed=2026-08-08T20:00:15.960762Z digest=sha256:6d8ddba61b7606af9126a3bb27f6269cf51009ad71097ff09c3239e0fc5b4f57

Observation 2b9b9ee1-629b-4083-a9bb-4930977cfdba · outbound

This paper cites Harness- ing global-local collaborative adversarial perturbation for anti- customization,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Harness- ing global-local collaborative adversarial perturbation for anti- customization,

Reference 98

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source=pdf_text observed=2026-08-08T20:00:15.966927Z digest=sha256:555a4e3988bacbf651c775beb43b4e3f8ef9d699c54dde2d917c2993430e7fea

Observation 46b7b746-9c85-45b3-b8a7-dc08b1f706e8 · outbound

This paper cites Dis- rupting diffusion: Token-level attention erasure attack against diffusion-based customization,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Dis- rupting diffusion: Token-level attention erasure attack against diffusion-based customization,

Reference 99

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source=pdf_text observed=2026-08-08T20:00:15.972370Z digest=sha256:082200c455768628cca380208c920a87d7d0cca72fb5d1893f42e57ea3187262

Observation 1fe341dd-bb91-43e9-9448-ae1e45e977c8 · outbound

This paper cites Targeted attack improves protec- tion against unauthorized diffusion customization,.

Adversarial Attacks for Good: A Survey of Proactive Protection across the Visual Content Lifecycle Targeted attack improves protec- tion against unauthorized diffusion customization,

Reference 100

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source=pdf_text observed=2026-08-08T20:00:15.979299Z digest=sha256:e1cbd53aff8a2f40d0540808214dc4f11ab0ff3be3f2d61f676de9f9f1d4b180

Pith citing papers

No inbound Pith citation observations are available.