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Paper Citation Record · LEDGER

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation

As of 10 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2506.01591.

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

pith.paper-citation-record.v1
2506.01591 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:44:17.234857Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

68 of 68 outbound references displayed

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External citation measurements

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Outbound references

Observation c1b45a53-fa21-447c-b667-d26fa4649800 · outbound

This paper cites A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT

Reference 1

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Source-reported events for the cited work

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Observation e702784d-0ad2-4bcf-83aa-190fea22e5c8 · outbound

This paper cites Diffusion models for impercepti- ble and transferable adversarial attack.IEEE Transactions on Pattern Analysis and Machine Intelligence, pages 1–17,.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Diffusion models for impercepti- ble and transferable adversarial attack.IEEE Transactions on Pattern Analysis and Machine Intelligence, pages 1–17,

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 58cb324e-b326-4a98-b274-dd3e82ed5835 · outbound

This paper cites Hierarchical cross-modal talking face generation with dynamic pixel-wise loss.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Hierarchical cross-modal talking face generation with dynamic pixel-wise loss

Reference 3

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Source-reported events for the cited work

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Observation fe6d5802-3643-45a2-ac95-b382abaf40a3 · outbound

This paper cites Content-based unrestricted ad- versarial attack.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Content-based unrestricted ad- versarial attack

Reference 4

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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 2026-08-10T06:31:04.303077+00:00.

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Observation 5e9ffa5b-09e5-45b2-88d2-e5e621813af1 · outbound

This paper cites Echomimic: Lifelike audio-driven portrait animations through editable landmark conditioning, 2024.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Echomimic: Lifelike audio-driven portrait animations through editable landmark conditioning, 2024

Reference 5

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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 2026-08-10T06:31:04.303077+00:00.

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Observation 2b9d9e62-d1f7-4fe6-b3f2-a55a6cdfb269 · outbound

This paper cites Out of time: auto- mated lip sync in the wild.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Out of time: auto- mated lip sync in the wild

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation de99b4cf-0b7b-44e2-93a9-18cf9cd36070 · outbound

This paper cites You said that?BMVC, 2017.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation You said that?BMVC, 2017

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation a20423a8-e28c-4b29-acda-c0bfd3d5fe90 · outbound

This paper cites Hallo2: Long-Duration and High-Resolution Audio-Driven Portrait Image Animation.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Hallo2: Long-Duration and High-Resolution Audio-Driven Portrait Image Animation

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:14.997364Z digest=sha256:4ef44dec02b87b87f0882ad377a97169d064ce01de3eb3cc39149a05d35070f5

Observation 7c74ef6c-c149-4968-b413-f023b69e6100 · outbound

This paper cites On the detection of digital face manipulation.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation On the detection of digital face manipulation

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation d6850a48-7562-401b-bb00-e0e76a5e4166 · outbound

This paper cites Boosting adversarial at- tacks with momentum.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Boosting adversarial at- tacks with momentum

Reference 10

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 7c5cfd35-6ef9-4092-81d4-9db3d4f54e2c · outbound

This paper cites Evading defenses to transferable adversarial examples by translation-invariant attacks.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Evading defenses to transferable adversarial examples by translation-invariant attacks

Reference 11

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 705943f7-22f2-4dd7-917d-75b64a38de26 · outbound

This paper cites Implicit generation and model- ing with energy based models.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Implicit generation and model- ing with energy based models

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation fa0de445-97b3-402c-8c9a-faa2b47082e1 · outbound

This paper cites Taming transformers for high-resolution image synthesis.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Taming transformers for high-resolution image synthesis

Reference 13

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Observation a5040ee2-50b6-4109-a6f5-9401e8858401 · outbound

This paper cites Navi- gation instruction generation with bev perception and large language models.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Navi- gation instruction generation with bev perception and large language models

Reference 14

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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 2026-08-10T06:31:04.303077+00:00.

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Observation 0b3ff085-ed5d-42b6-a9fe-ff2fb151370d · outbound

This paper cites Efficient emotional adaptation for audio-driven talking-head generation.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Efficient emotional adaptation for audio-driven talking-head generation

Reference 15

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:15.106415Z digest=sha256:b8542f3a9816fa3793b7b6d33c60e380ce1c971cb6c4e433c6da9562a6bc1e13

Observation f251cb74-3b20-41b5-95b1-4deaec9cc695 · outbound

This paper cites Patch-wise attack for fooling deep neu- ral network.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Patch-wise attack for fooling deep neu- ral network

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation ad1420cd-54d3-48de-8129-6e634c1f234b · outbound

This paper cites Generative adversarial nets.Advances in neural information processing systems, 27, 2014.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Generative adversarial nets.Advances in neural information processing systems, 27, 2014

Reference 17

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Observation 9aa372c2-0652-4607-b677-36221f391387 · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Explaining and Harnessing Adversarial Examples

Reference 18

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Observation 30f1cf2b-3a8c-4cc9-8e8b-daee93b1f760 · outbound

This paper cites Your Classifier is Secretly an Energy Based Model and You Should Treat it Like One.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Your Classifier is Secretly an Energy Based Model and You Should Treat it Like One

Reference 19

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Observation 0d9594ef-201b-4a25-9c22-633340ea6eb0 · outbound

This paper cites Ad-nerf: Audio driven neural ra- diance fields for talking head synthesis.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Ad-nerf: Audio driven neural ra- diance fields for talking head synthesis

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 616d6604-bd6a-4ab7-a647-dc97af630f7a · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium.Advances in neural information processing systems, 30, 2017.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Gans trained by a two time-scale update rule converge to a local nash equilib- rium.Advances in neural information processing systems, 30, 2017

Reference 21

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Unavailable: canonical work link unavailable.

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Observation 5cc057fb-6d7b-4afc-a7ed-f8df2a774af4 · outbound

This paper cites Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models

Reference 22

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Observation d1e1e6d5-0b09-4ce2-bd5b-9701124bd491 · outbound

This paper cites Denoising dif- fusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Denoising dif- fusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020

Reference 23

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Observation f33b1acb-5b43-43d9-a82e-25d885ac8541 · outbound

This paper cites Animate anyone: Consistent and controllable image- to-video synthesis for character animation.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Animate anyone: Consistent and controllable image- to-video synthesis for character animation

Reference 24

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verified fuzzy
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Source-reported events for the cited work

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Observation 46f8a38a-b9a1-4204-b38d-f575191986a0 · outbound

This paper cites Progressive growing of gans for improved quality, stability, and variation.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Progressive growing of gans for improved quality, stability, and variation

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-07T11:44:17.881132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation a2906d9e-ccd9-4a6f-a8bb-962405e8903d · outbound

This paper cites Kingma and Max Welling.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Kingma and Max Welling

Reference 26

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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 2026-08-10T06:31:04.303077+00:00.

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Observation faaf48a8-80e8-4edf-ba97-55fafbf0f5d5 · outbound

This paper cites Ad- versarial examples in the physical world.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Ad- versarial examples in the physical world

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 0a8140fc-b773-4fd1-8ce6-a02184747951 · outbound

This paper cites Unganable: Defending against gan- based face manipulation.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Unganable: Defending against gan- based face manipulation

Reference 28

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raw_fallback, observed 2026-08-07T11:44:17.846501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.548010Z digest=sha256:6eca7f47157ed1d2b4fd1485e0ec156b9e33615e6dc9f3dec01a4dd81b353a45

Observation c7689ee1-7283-4e48-95e8-940de6ddeb66 · outbound

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

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Mist: Towards Improved Adversarial Examples for Diffusion Models

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 93455dc4-a2f7-43d2-b84e-4bfb3e3d36d2 · outbound

This paper cites Adversarial example does good: Preventing paint- ing imitation from diffusion models via adversarial exam- ples.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Adversarial example does good: Preventing paint- ing imitation from diffusion models via adversarial exam- ples

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-07T11:44:17.835003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.582514Z digest=sha256:acb58ff55ff3a3f95cab94ad8b68dd562caf3c410379e3f98e3377b493a10ee9

Observation 9777f747-7081-407c-9230-aa018439d71a · outbound

This paper cites Flow Matching for Generative Modeling.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Flow Matching for Generative Modeling

Reference 31

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.598413Z digest=sha256:436823f8689da9401eeacf47efc796f7ee015f85858b31861caae66803c43afd

Observation 0233fc10-0b14-4dee-b0b9-6492fa28b5fa · outbound

This paper cites Fre- quency domain model augmentation for adversarial attack.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Fre- quency domain model augmentation for adversarial attack

Reference 32

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.614034Z digest=sha256:a6c5b7cb57be658e4eeab9ca23332983f1b2323d06f91ca1a6eb37a351db1059

Observation 0da7ab64-71a7-4354-9365-14800cd2eadf · outbound

This paper cites Decoupled Weight Decay Regularization.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Decoupled Weight Decay Regularization

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 0bf4b434-c216-4995-9729-7298c24e5377 · outbound

This paper cites Towards Deep Learning Models Resistant to Adversarial Attacks.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Towards Deep Learning Models Resistant to Adversarial Attacks

Reference 34

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source=pdf_text observed=2026-08-07T11:44:16.651294Z digest=sha256:406e95d4d1aed98184b969520c8666e924722d71e59e463841a190808e7765a6

Observation 9ee559b8-3d80-4510-b798-bb89eb1da984 · outbound

This paper cites Diffusion Models for Adversarial Purification.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Diffusion Models for Adversarial Purification

Reference 35

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source=pdf_text observed=2026-08-07T11:44:16.664363Z digest=sha256:ecda1608c9b3eca8ca9b87faa5495caf58c90b71ef1c5bc36df1f952497b0964

Observation 51bff52c-8466-452f-8488-0c631aa95457 · outbound

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

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation High-resolution image synthesis with latent diffusion models

Reference 36

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raw_fallback, observed 2026-08-07T11:44:17.815511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.679533Z digest=sha256:3998dbfb42ac6222527c093af2ef9c1f36c2384a517d2fe3066a297760e5ae7d

Observation 420e11d0-9ab4-4e77-aa73-d057f1161c4b · outbound

This paper cites Faceforen- sics++: Learning to detect manipulated facial images.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Faceforen- sics++: Learning to detect manipulated facial images

Reference 37

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.691621Z digest=sha256:528fa03e0370724f636c673d31d6b1ec1cbac252ee393a560fcaebb1209769bd

Observation 3e80ee74-f2fd-4975-bd6e-9c906504bded · outbound

This paper cites Dis- rupting deepfakes: Adversarial attacks against conditional image translation networks and facial manipulation systems.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Dis- rupting deepfakes: Adversarial attacks against conditional image translation networks and facial manipulation systems

Reference 38

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.708468Z digest=sha256:b95df0b855c83d7db3c64d0be00dbaacef0b1ef34b27aae3394c41d817b3f97f

Observation e9f26956-c31d-413a-92ad-bc1295eac3d6 · outbound

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

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation

Reference 39

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.721635Z digest=sha256:095a96a4a94f81aef77268e153891b66b25ba6391c1fd18230a9bc4baaee62b1

Observation 4545330a-ac10-4d15-b431-7702734848ab · outbound

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

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Raising the Cost of Malicious AI-Powered Image Editing

Reference 40

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.734736Z digest=sha256:1d2ced09cd33bae60e57b14774bd0ac1973380d95aa4c73e50f685d5866f9480

Observation 71baf364-b631-4cdd-80a9-a6bf1307bfd2 · outbound

This paper cites Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models

Reference 41

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.745038Z digest=sha256:783503874702ff4a4ca018801a8592ce271d3b779d3806a22582c24cfc3dde3f

Observation a631c3f4-ed7e-4f69-99d1-516b6f00849c · outbound

This paper cites JPEG Compressed Images Can Bypass Protections Against AI Editing.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation JPEG Compressed Images Can Bypass Protections Against AI Editing

Reference 42

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:44:16.763658Z digest=sha256:4118d7d6caa06d63245d8a32619ff40131797f0dc3d3076a5a7f6d07ef0634a2

Observation d1e1f296-d277-4679-8dcb-8c14109e2e87 · outbound

This paper cites Difftalk: Crafting diffusion models for generalized audio-driven portraits animation.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Difftalk: Crafting diffusion models for generalized audio-driven portraits animation

Reference 43

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verified fuzzy
raw_fallback, observed 2026-08-07T11:44:17.771977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.775066Z digest=sha256:260c2b2da71ad98daf817b3e3d5b75aa6b07f361a4c68ce8a22a63e24dc685ab

Observation ee9f971b-3659-4da6-bac4-5c2b09363f28 · outbound

This paper cites Detecting deep- fakes with self-blended images.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Detecting deep- fakes with self-blended images

Reference 44

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verified fuzzy
raw_fallback, observed 2026-08-07T11:44:17.759419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.790048Z digest=sha256:acbe2623b8add195a3457e0a9a7fee705ba566bdfdc80731e4214f9b8b0a807b

Observation 7826b16f-f504-4aeb-9264-6410d8cf1143 · outbound

This paper cites Denoising Diffusion Implicit Models.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Denoising Diffusion Implicit Models

Reference 45

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.802766Z digest=sha256:c06da09202c976cd6e29d8b164018050174da1c0a4362ac4ec0edda62a7e1bf0

Observation fd6baa28-40e1-4588-a712-bc00a6088620 · outbound

This paper cites Generative modeling by esti- mating gradients of the data distribution.Advances in neural information processing systems, 32, 2019.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Generative modeling by esti- mating gradients of the data distribution.Advances in neural information processing systems, 32, 2019

Reference 46

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source=pdf_text observed=2026-08-07T11:44:16.818247Z digest=sha256:e934391170414b44f7b6297524de43fe50919a03d6ebebfe85194c94eaec8630

Observation e28e2ba4-6cfb-44ec-849b-83638bc3d98d · outbound

This paper cites PixelDefend: Leveraging Generative Models to Understand and Defend against Adversarial Examples.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation PixelDefend: Leveraging Generative Models to Understand and Defend against Adversarial Examples

Reference 47

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source=pdf_text observed=2026-08-07T11:44:16.832595Z digest=sha256:f70f70e93355a9e27926b38014d38462b73167810dc76808999e4235e6d75105

Observation c7d8a57a-8343-4f67-87ef-9fe21815a644 · outbound

This paper cites Diffused heads: Diffusion models beat gans on talking-face genera- tion.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Diffused heads: Diffusion models beat gans on talking-face genera- tion

Reference 48

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raw_fallback, observed 2026-08-07T11:44:17.741651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.852844Z digest=sha256:0da97da01bbd4b3ea6731050588d5abd1405d8af6d11f075270b135d2d1eb6b7

Observation cba54413-2f3e-4a61-a67e-10a52285b060 · outbound

This paper cites Rethinking the up-sampling op- erations in cnn-based generative network for generalizable deepfake detection.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Rethinking the up-sampling op- erations in cnn-based generative network for generalizable deepfake detection

Reference 49

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verified fuzzy
raw_fallback, observed 2026-08-07T11:44:17.729274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.874030Z digest=sha256:be67412ce63a555f38ddaa13a388ef615d69996113b785d45298c02961c21d83

Observation aee0ff02-869a-414b-9273-33830ec2d131 · outbound

This paper cites Edtalk: Effi- cient disentanglement for emotional talking head synthesis.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Edtalk: Effi- cient disentanglement for emotional talking head synthesis

Reference 50

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:44:16.890372Z digest=sha256:51f44d73f0c01bc21cae45d3e4059d58d52c43aa67035a6043fe1dad76e0327f

Observation ccf1a429-ef73-4c8b-b9d2-6d62c01ed81d · outbound

This paper cites EMO: Emote Portrait Alive -- Generating Expressive Portrait Videos with Audio2Video Diffusion Model under Weak Conditions.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation EMO: Emote Portrait Alive -- Generating Expressive Portrait Videos with Audio2Video Diffusion Model under Weak Conditions

Reference 51

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no resolver link, observed 2026-08-07T11:44:16.916279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.916279Z digest=sha256:415f80375de46860e6aa9c214e441fa69c9a4d7c8c20b17cc8763f3acdc5c5c4

Observation a4e59370-1d50-453d-a54d-3b23d7857a45 · outbound

This paper cites Ex- ploring clip for assessing the look and feel of images.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Ex- ploring clip for assessing the look and feel of images

Reference 52

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.934310Z digest=sha256:650128cbef9115d29ebc3e67dbfe5944ffe3dc4f4dae48491fddfe23ee518d9e

Observation aa8fc364-08bf-4241-8544-7694cf8e495e · outbound

This paper cites One-shot free-view neural talking-head synthesis for video conferenc- ing.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation One-shot free-view neural talking-head synthesis for video conferenc- ing

Reference 53

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raw_fallback, observed 2026-08-07T11:44:17.597776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.948476Z digest=sha256:c4ba33e0a97f67ff385b703d36d7d076aeb7047e269bcbfe13c9b73a8b67f6d2

Observation f7cf42ff-f0a2-4d7c-a59c-88ad8be42231 · outbound

This paper cites Aniportrait: Audio-driven synthesis of photorealistic portrait animations,.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Aniportrait: Audio-driven synthesis of photorealistic portrait animations,

Reference 54

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verified fuzzy
raw_fallback, observed 2026-08-07T11:44:17.586702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.967351Z digest=sha256:bf2231922abba1b835037972937f5725f6644ccc4db9cd2b7695a103880aacd7

Observation 0248316a-f22a-4822-9f5c-acd61dee426a · outbound

This paper cites Improving transferabil- ity of adversarial examples with input diversity.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Improving transferabil- ity of adversarial examples with input diversity

Reference 55

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verified fuzzy
raw_fallback, observed 2026-08-07T11:44:17.575146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:16.982925Z digest=sha256:b0d39a75ec0fd12caf7efbe1ce636f1efeddc61a7aea1722871cd4ef380b3fc5

Observation 68bc8d76-28d7-45f1-b939-899835f93638 · outbound

This paper cites Hallo: Hierarchical Audio-Driven Visual Synthesis for Portrait Image Animation.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Hallo: Hierarchical Audio-Driven Visual Synthesis for Portrait Image Animation

Reference 56

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:16.996589Z digest=sha256:af05c3dc424ad2be4bca952c7f2ab29a149272586434797f5c66517c8a34e490

Observation 34c8d122-35c8-4e90-b54e-9de8adf46913 · outbound

This paper cites VASA-1: Lifelike Audio-Driven Talking Faces Generated in Real Time.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation VASA-1: Lifelike Audio-Driven Talking Faces Generated in Real Time

Reference 57

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no resolver link, observed 2026-08-07T11:44:17.012581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:17.012581Z digest=sha256:a990c41aec9a41f24cd517bff751452706196baf4ec4671d745383d3a6a03cf2

Observation be43f795-93c8-4783-bf3f-413cbd05f02c · outbound

This paper cites Pixel is a Barrier: Diffusion Models Are More Adversarially Robust Than We Think.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Pixel is a Barrier: Diffusion Models Are More Adversarially Robust Than We Think

Reference 58

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no resolver link, observed 2026-08-07T11:44:17.028592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:17.028592Z digest=sha256:903141204499db38e437695d3cb441957b6d64f2359d677fd67391e75339e061

Observation 82c62d8a-0a4b-40f7-b751-26db7d2abb62 · outbound

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

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Toward effective protection against diffusion-based mimicry through score distillation

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:44:17.562933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:17.042481Z digest=sha256:da359a6c60f9eed325170f9f08f5f9375c04d738e9540b9ffd18e65820eba539

Observation 8ee30736-b2af-404c-9d49-fb8e71f34f05 · outbound

This paper cites Ucf: Uncovering common features for generalizable deep- fake detection.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Ucf: Uncovering common features for generalizable deep- fake detection

Reference 60

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no resolver link, observed 2026-08-07T11:44:17.059795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:17.059795Z digest=sha256:cfbb46d4141a3de2c4525ebf5af90d715d649b6267824f4edd020d33a6bcd65a

Observation 59b276bb-6347-43e4-b175-2ae797c9f777 · outbound

This paper cites Adversar- ial purification with score-based generative models.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Adversar- ial purification with score-based generative models

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-07T11:44:17.075846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:17.075846Z digest=sha256:12c83aba1f93d697d0cfe1c55d5737dc1349dd3e73bf4a9bd0b7ecaca25fbd3a

Observation 756afe75-60e3-4b00-a98c-9b2d5a66f7dd · outbound

This paper cites Sadtalker: Learning realistic 3d motion coefficients for stylized audio- driven single image talking face animation.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Sadtalker: Learning realistic 3d motion coefficients for stylized audio- driven single image talking face animation

Reference 62

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verified fuzzy
raw_fallback, observed 2026-08-07T11:44:17.539411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:17.091451Z digest=sha256:e820ebcdee7027a1f2e8d14c44bd876ce03f55ad3d10f7d696d2810a675a2a1f

Observation 7ee583b4-6247-4430-b6f0-09e82a9087f2 · outbound

This paper cites To- wards large yet imperceptible adversarial image perturba- tions with perceptual color distance.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation To- wards large yet imperceptible adversarial image perturba- tions with perceptual color distance

Reference 63

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verified fuzzy
raw_fallback, observed 2026-08-07T11:44:17.529436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:17.115243Z digest=sha256:310dbc20e22fffba712e479db17119baa8b393a1eae656085220f500416579e5

Observation 92a34921-f9a8-4a52-9c9f-c69149b0e033 · outbound

This paper cites an unresolved cited work.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Unresolved cited work

Reference 64

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unresolved
raw_fallback, observed 2026-08-07T11:44:17.516457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:17.136115Z digest=sha256:72172f4449bb4686b7592b6fd9c9eb0b7ca73234d0590c5b625b6ed9260957d7

Observation 873fd666-a798-4191-bc72-f0e9bcc2d460 · outbound

This paper cites Talking face generation by adversarially disentan- gled audio-visual representation.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Talking face generation by adversarially disentan- gled audio-visual representation

Reference 65

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verified fuzzy
raw_fallback, observed 2026-08-07T11:44:17.504373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:17.157059Z digest=sha256:1944492a7924f33d85bffdff8f937fc13b497fdb0ea1362b3b29f5af09bf1c15

Observation df532a95-c954-44e7-88da-6643a132f24c · outbound

This paper cites Pose-controllable talking face generation by implicitly modularized audio-visual rep- resentation.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Pose-controllable talking face generation by implicitly modularized audio-visual rep- resentation

Reference 66

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no resolver link, observed 2026-08-07T11:44:17.192505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:44:17.192505Z digest=sha256:0db58f4f9c0aa789ca279294cf73eb552de68ddb442a481a4114b3d6bae36f81

Observation c0598462-9d37-4a45-b101-46000efbbea4 · outbound

This paper cites DiffAudio.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation DiffAudio

Reference 67

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malformed identifier
raw_fallback, observed 2026-08-07T11:44:17.485690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T11:44:17.234857Z digest=sha256:9176b39a10be71d165309fdaead95ebd54c2dbc4c44b489270abc092ed537d1a

Observation 572ab673-e3d8-4ce2-bc7a-7f73a6245cb5 · outbound

This paper cites an unresolved cited work.

Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation Unresolved cited work

Reference 416

Resolution
parse uncertain
no resolver link, observed 2026-08-07T11:44:16.903319Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:44:16.903319Z digest=sha256:cc798464de656c4ba661c599c5a15d5b023a1768e0cc1218c322fd646b903d30

Pith citing papers

No inbound Pith citation observations are available.