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Paper Citation Record · LEDGER

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense

As of 18 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2608.10933.

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

pith.paper-citation-record.v1
2608.10933 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:01:41.590694Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

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

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

49 of 49 outbound references displayed

  • verified exact1
  • verified fuzzy19
  • unresolved29
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3621170c-3fdd-46e2-80f0-fc40c4eed616 · outbound

This paper cites luma dream machine, 2024.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense luma dream machine, 2024

Reference 1

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verified fuzzy
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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.251423Z digest=sha256:a8a7a76d624ecb9e33a609a789d72f79b87910327d0c7d83de494bbf9b4f580e

Observation ec10b06b-8c33-4795-9427-3d480ba6238c · outbound

This paper cites Frozen in time: A joint video and image encoder for end-to-end retrieval, 2021.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Frozen in time: A joint video and image encoder for end-to-end retrieval, 2021

Reference 2

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raw_fallback, observed 2026-08-12T14:01:42.841263Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.258136Z digest=sha256:2ee3da68372a7a7320c4295e5b645ed2437502dfa401bd9b13bbd1ffdbfc6e31

Observation 3b67e2fa-adaa-4280-968c-b8d964b66e78 · outbound

This paper cites Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 3

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no resolver link, observed 2026-08-12T14:01:41.263970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.263970Z digest=sha256:b4477bad262a02d65464b4e46e53e83a3715f0158d4c10d3d8f5c96a21f54a1e

Observation f00a8dc0-52d0-42c0-b2e2-9dc01d3ef0d5 · outbound

This paper cites Transformer Interpretability Beyond Attention Visualization.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Transformer Interpretability Beyond Attention Visualization

Reference 4

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no resolver link, observed 2026-08-12T14:01:41.272247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.272247Z digest=sha256:7e95fc9a934af255911ad1c24801580955635316cbe79fcc544eee3caafaba8c

Observation 3207e168-661f-4923-8765-b9c2cd0cbc9d · outbound

This paper cites Transformer inter- pretability beyond attention visualization.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Transformer inter- pretability beyond attention visualization

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.820844Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.278872Z digest=sha256:3734131bac0684222edfa2b320e3f158707c9f2ec242ba984a90e6426fe51584

Observation dd18a8dc-8fa7-41f5-b1ef-592bd7b2418c · outbound

This paper cites Videocrafter2: Overcoming data limitations for high-quality video diffu- sion models.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Videocrafter2: Overcoming data limitations for high-quality video diffu- sion models

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.793770Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.286281Z digest=sha256:40da125ae318feb6b68029ef5e8a75dc49992baa542a5de7237b738f1d65b554

Observation 1b194c8a-90e4-44d1-8fbb-0dd988a485f4 · outbound

This paper cites SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations

Reference 7

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no resolver link, observed 2026-08-12T14:01:41.294275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.294275Z digest=sha256:78d35b6d9f027e0ea75be3ab26c0d04f7c1981a2b44260631cf8151066e14acd

Observation 6d9cfe28-841e-4496-95dc-fa4bf40d3c83 · outbound

This paper cites Fuzz-Testing Meets LLM-Based Agents: An Automated and Efficient Framework for Jailbreaking Text-To-Image Generation Models.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Fuzz-Testing Meets LLM-Based Agents: An Automated and Efficient Framework for Jailbreaking Text-To-Image Generation Models

Reference 8

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no resolver link, observed 2026-08-12T14:01:41.299903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.299903Z digest=sha256:1a06160652cd58e02891817cfdc7a1f48809062abd68a21d3d9c9ed6256ff3c5

Observation 3fd487d9-3984-4e6c-ac3f-90d1a8f2657f · outbound

This paper cites Not what you’ve signed up for: Compromising real-world llm-integrated ap- plications with indirect prompt injection.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Not what you’ve signed up for: Compromising real-world llm-integrated ap- plications with indirect prompt injection

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.776223Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.307066Z digest=sha256:e1a10474db0ada5e0855e27601d0e40c0f9a08fd2ec137dcbff60444af468b4d

Observation c215ba6d-439a-4854-91f7-b8745555ad68 · outbound

This paper cites Agent Smith: A Single Image Can Jailbreak One Million Multimodal LLM Agents Exponentially Fast.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Agent Smith: A Single Image Can Jailbreak One Million Multimodal LLM Agents Exponentially Fast

Reference 10

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no resolver link, observed 2026-08-12T14:01:41.313665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.313665Z digest=sha256:40e32075d1b6c84676e2399fd6dfbafa0abba298c9ad580d9f83eea20a456243

Observation 66a3a2b8-8ce7-42e6-a674-8a2e9f4cc013 · outbound

This paper cites NoVo: Norm Voting off Hallucinations with Attention Heads in Large Language Models.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense NoVo: Norm Voting off Hallucinations with Attention Heads in Large Language Models

Reference 11

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verified exact
local_arxiv, observed 2026-08-12T14:01:42.378552Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.323593Z digest=sha256:290e278b7a430d44ac0256d1b66d2f0895a9671aa2674e44b4f2461c18407df3

Observation 4c4bc3a6-4452-4519-b453-f790865937f6 · outbound

This paper cites Baseline Defenses for Adversarial Attacks Against Aligned Language Models.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Baseline Defenses for Adversarial Attacks Against Aligned Language Models

Reference 12

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no resolver link, observed 2026-08-12T14:01:41.329399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.329399Z digest=sha256:6bfdd382a0478c8ab9e9c7a3df3f71037263ab7b356d8664cc9e33f9c3899f6a

Observation 8972b9cb-ce23-4fc2-97e7-a8a31332e2be · outbound

This paper cites CogMorph: Cognitive Morphing Attacks for Text-to-Image Models.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense CogMorph: Cognitive Morphing Attacks for Text-to-Image Models

Reference 13

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unresolved
no resolver link, observed 2026-08-12T14:01:41.335157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.335157Z digest=sha256:c1b6f759ee47e2b255b03fa5450469107c793db2280e069b8fb40dc9641e46c9

Observation 13b9dec2-e8b1-4543-a0d5-68eeb5a64972 · outbound

This paper cites VideoPoet: A Large Language Model for Zero-Shot Video Generation.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense VideoPoet: A Large Language Model for Zero-Shot Video Generation

Reference 14

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unresolved
no resolver link, observed 2026-08-12T14:01:41.341437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.341437Z digest=sha256:2a1e0db56b4ac095862a417922c0965aaaadaaa2bd21bfde23d96a4c3b2b04dd

Observation 43710e97-8d7a-4c1e-a991-9ea39212dba6 · outbound

This paper cites HunyuanVideo: A Systematic Framework For Large Video Generative Models.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 15

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unresolved
no resolver link, observed 2026-08-12T14:01:41.348391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.348391Z digest=sha256:59f48b2d0cbab6cf5692d9652df21d37e3f5b6d1fab193a0f728e24b316a9377

Observation 2d353691-0f5f-4120-91bc-cef5f852c683 · outbound

This paper cites Bridg- ing text and video generation: A survey.arXiv preprint arXiv:2510.04999, 2025.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Bridg- ing text and video generation: A survey.arXiv preprint arXiv:2510.04999, 2025

Reference 16

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no resolver link, observed 2026-08-12T14:01:41.354134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.354134Z digest=sha256:3d3a1619014f2f34502b80f583421663da237b904821766e36849f2abbb947aa

Observation bd25bb91-9d8f-4890-b3c5-17aa88224f50 · outbound

This paper cites Semantic Mirror Jailbreak: Genetic Algorithm Based Jailbreak Prompts Against Open-source LLMs.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Semantic Mirror Jailbreak: Genetic Algorithm Based Jailbreak Prompts Against Open-source LLMs

Reference 17

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no resolver link, observed 2026-08-12T14:01:41.360266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.360266Z digest=sha256:161bcc7687911868e54da3169dc82ea33843945f2d8f1b272b94df13f445148d

Observation f784ee13-bc4b-41fc-a28e-37dd8c9be12e · outbound

This paper cites SafeLLM: Unlearning Harmful Outputs from Large Language Models against Jailbreak Attacks.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense SafeLLM: Unlearning Harmful Outputs from Large Language Models against Jailbreak Attacks

Reference 18

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no resolver link, observed 2026-08-12T14:01:41.366538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.366538Z digest=sha256:80215bb85e34bd8d94dcb817335c5b200af7fc5c6934dc96907981581fabf645

Observation d734b093-3c1e-468d-b241-58ca493f5254 · outbound

This paper cites Exploring inconsistent knowledge distil- lation for object detection with data augmentation.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Exploring inconsistent knowledge distil- lation for object detection with data augmentation

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.753162Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.371822Z digest=sha256:f32381d3e7341b14e888b74571075167a5ad21cd4cf9da8aabc0936b6276236b

Observation acb65aa9-fd16-4785-9da7-5838883f6ecd · outbound

This paper cites A large-scale multiple- objective method for black-box attack against object detec- tion.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense A large-scale multiple- objective method for black-box attack against object detec- tion

Reference 20

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verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.734396Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.376752Z digest=sha256:1f42a51cde489a8f43a141bc5799620e7678d58f4c4368c2efab67bbe8b1d949

Observation aa3512d5-d9fd-465e-a773-0bed35cd8693 · outbound

This paper cites Imitated detectors: Stealing knowl- edge of black-box object detectors.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Imitated detectors: Stealing knowl- edge of black-box object detectors

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.716384Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.385652Z digest=sha256:4a3bc635bb0d62ceec770cf79b0b28efe3285489e29b5393fc14764c6ebbfd2d

Observation 5997afa1-715b-4658-93ed-45fe0e387139 · outbound

This paper cites Badclip: Dual- embedding guided backdoor attack on multimodal con- trastive learning.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Badclip: Dual- embedding guided backdoor attack on multimodal con- trastive learning

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.694850Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.392269Z digest=sha256:6acef2198a0657087a21bf642ada5ef6471557f01d02062ff58f7fceffd085b2

Observation 03be24ac-c4ba-4923-95eb-0e8b77dbb5cb · outbound

This paper cites Re- visiting backdoor attacks against large vision-language mod- els from domain shift.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Re- visiting backdoor attacks against large vision-language mod- els from domain shift

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.675758Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.403136Z digest=sha256:d28f21b00d5af4e59efbe9310a5ff3de4a7c68e6abd17fd0e7b039d25e27e4b5

Observation 75b6184d-628f-4045-8014-aa06a4e4f31a · outbound

This paper cites T2VShield: Model-Agnostic Jailbreak Defense for Text-to-Video Models.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense T2VShield: Model-Agnostic Jailbreak Defense for Text-to-Video Models

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.409683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.409683Z digest=sha256:14c318a04dedd2c0a11b155cd8ba34f5c9bd22febb80f9072c2de8c486b05b38

Observation 49c1450e-a640-44d9-a75a-f765678b4c7b · outbound

This paper cites T2V-OptJail: Discrete Prompt Optimization for Text-to-Video Jailbreak Attacks.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense T2V-OptJail: Discrete Prompt Optimization for Text-to-Video Jailbreak Attacks

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.416164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.416164Z digest=sha256:a338647aa94e6b6b427d7a27926d3a746c751e88fe317ff5e5de2718f8ea87c9

Observation b37bf1e9-2c04-4f9a-bdb1-6d6a0da3e612 · outbound

This paper cites Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models

Reference 26

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no resolver link, observed 2026-08-12T14:01:41.421711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.421711Z digest=sha256:99f5fe49b69e06aa137219f91adcb6a454fce29b8fb270b6b75c754d38d12392

Observation 3430bbff-3f71-4fc1-9474-13c77bfbd341 · outbound

This paper cites T2vsafetybench: Evaluating the safety of text-to-video generative models.Advances in Neural In- formation Processing Systems, 37:63858–63872, 2024.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense T2vsafetybench: Evaluating the safety of text-to-video generative models.Advances in Neural In- formation Processing Systems, 37:63858–63872, 2024

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.651236Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.427081Z digest=sha256:a342eb6ca1b65a895b8446fc5c838f3211acb2cef43577f095f7bead70adcc73

Observation 9cbb6cf0-a596-4ec5-808f-38138c7904fb · outbound

This paper cites OpenVid-1M: A Large-Scale High-Quality Dataset for Text-to-video Generation.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense OpenVid-1M: A Large-Scale High-Quality Dataset for Text-to-video Generation

Reference 28

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no resolver link, observed 2026-08-12T14:01:41.432312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.432312Z digest=sha256:191672026ae3a02ac694d711b9f009979f66c61e5584552ebd00be70eb2a6377

Observation c6ebe9aa-8a0d-474c-b5f6-506e679252c8 · outbound

This paper cites T2veval: Benchmark dataset and objective evaluation method for t2v-generated videos.Displays, page 103178,.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense T2veval: Benchmark dataset and objective evaluation method for t2v-generated videos.Displays, page 103178,

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.634346Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.439770Z digest=sha256:9befc2c210fb06ec5a3fa281dfff57552cea85e21c5081e68cdbb36d1c963aff

Observation 9085880b-0bed-4c4d-871b-ad881d48e851 · outbound

This paper cites Make-A-Video: Text-to-Video Generation without Text-Video Data.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Make-A-Video: Text-to-Video Generation without Text-Video Data

Reference 30

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unresolved
no resolver link, observed 2026-08-12T14:01:41.446099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.446099Z digest=sha256:37a0856d559de22116cf59bf94476e0b0a167b21f0ab22deda1b95f35327059e

Observation 91185768-7cf0-4da1-a1a5-4580ab734650 · outbound

This paper cites Kling-omni technical report, 2025.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Kling-omni technical report, 2025

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.618604Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.451995Z digest=sha256:677c1d15852e9afc5391baf3c101b2aa06702707a97b9d192a67d4c8d5063750

Observation 787ac11e-2afb-4b10-959c-eebed3a757ad · outbound

This paper cites Videotetris: Towards compositional text-to-video generation.Advances in Neural Information Processing Sys- tems, 37:29489–29513, 2024.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Videotetris: Towards compositional text-to-video generation.Advances in Neural Information Processing Sys- tems, 37:29489–29513, 2024

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.602757Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.457213Z digest=sha256:e4637883119b764696385c3ec9f9d2b06931fd9afa1e02f0a60f1a051d3b6b93

Observation aa6d094c-6ecd-415f-a8a3-05a3584c3702 · outbound

This paper cites Manipulating Multimodal Agents via Cross-Modal Prompt Injection.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Manipulating Multimodal Agents via Cross-Modal Prompt Injection

Reference 33

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unresolved
no resolver link, observed 2026-08-12T14:01:41.462806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.462806Z digest=sha256:4eceab42633197c96b01dc50e86a7f1c9861c06af42c4bcc37778bd52d40f95b

Observation 7f40b8f3-844b-41c1-9968-e5b0f8480707 · outbound

This paper cites Jail- broken: How does llm safety training fail?Advances in neu- ral information processing systems, 36:80079–80110, 2023.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Jail- broken: How does llm safety training fail?Advances in neu- ral information processing systems, 36:80079–80110, 2023

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.583597Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.470170Z digest=sha256:d27a399580427717bbde0612c2048186733de41c2090b66cc5314a4550a5031f

Observation fc4eeec0-dd76-452b-abce-c1d7f2013989 · outbound

This paper cites Defensive prompt patch: A robust and generalizable defense of large language models against jailbreak attacks.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Defensive prompt patch: A robust and generalizable defense of large language models against jailbreak attacks

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.560545Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.484064Z digest=sha256:c5d0431f75e34a5c477a1d3c91dfa25e5a368c343fb4de1bc9dae1138ad247e7

Observation 532d45e4-ee0e-4995-a0ca-a53616ba061a · outbound

This paper cites Video- eraser: Concept erasure in text-to-video diffusion models.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Video- eraser: Concept erasure in text-to-video diffusion models

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.541646Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.490263Z digest=sha256:c5f5eb1dcef0a9c0cb912e502d01949238f0d3cedc9a73dc5687412f4bd67866

Observation 6b4a4a8d-21e5-42fe-a6fa-0d08d8f668dd · outbound

This paper cites CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.500641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.500641Z digest=sha256:968f0b036a60f5889807378dcef833ccdaac7b9b62b1c217613a2a3b65eab25a

Observation 81a610f3-d5d9-4ea5-a11e-e2d4588ba948 · outbound

This paper cites Jailbreak Attacks and Defenses Against Large Language Models: A Survey.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Jailbreak Attacks and Defenses Against Large Language Models: A Survey

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.509428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.509428Z digest=sha256:996d2d8e9c15737cc4b91376ec5a40d07a79d421f5adc31be2c0aabef06abcab

Observation 62a1afb1-8ef7-4f5d-9bd2-81bbc9236c81 · outbound

This paper cites Jailbreak Vision Language Models via Bi-Modal Adversarial Prompt.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Jailbreak Vision Language Models via Bi-Modal Adversarial Prompt

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.516193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.516193Z digest=sha256:d55cb6c2266190f35b8f6d4b41e89b71da44792741f7e268572b05d0996b6789

Observation f9a84e0f-5891-4928-8125-6b618b3d553f · outbound

This paper cites Pushing the Limits of Safety: A Technical Report on the ATLAS Challenge 2025.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Pushing the Limits of Safety: A Technical Report on the ATLAS Challenge 2025

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.521564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.521564Z digest=sha256:207ed0dc403f48169a68385fcdde80ef470f06aed6f12bd0a9b9f9c408ef3451

Observation dd8eaec9-7540-4b66-b0ff-cf4653a68eb6 · outbound

This paper cites Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.527677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.527677Z digest=sha256:2321f9b7fb8e270abaac3340998c3a1c87f838554767e3d035399817481a6a41

Observation d33333d5-1b61-4c26-b77e-7a84afc3ae10 · outbound

This paper cites SAFREE: Training-Free and Adaptive Guard for Safe Text-to-Image And Video Generation.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense SAFREE: Training-Free and Adaptive Guard for Safe Text-to-Image And Video Generation

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.533067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.533067Z digest=sha256:b7c98a0cb6e5312a616e37be8103a3547bc61285a286fb72ca83eb532dfdf7f7

Observation 2ab41e49-4e0a-42f6-bcc1-bdcd5fa9660a · outbound

This paper cites Safree: Training-free and adaptive guard for safe text-to-image and video generation.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Safree: Training-free and adaptive guard for safe text-to-image and video generation

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.522597Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.539171Z digest=sha256:f1c9e5ce4395d0a86a6c83e67faa02f96dfe6d4f67ab4cb2b237ebbda17d8ea6

Observation c100e2ec-4c37-49f1-bdfa-be661290bb15 · outbound

This paper cites Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.549719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.549719Z digest=sha256:efb90844ffad139e87186d8e6c9b495b337b27d3ac2bdf5d1e0aa7331a59b3d5

Observation 19624e28-881f-42bb-964d-0cfc1773be5d · outbound

This paper cites BadRobot: Jailbreaking Embodied LLM Agents in the Physical World.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense BadRobot: Jailbreaking Embodied LLM Agents in the Physical World

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.556081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.556081Z digest=sha256:15de94106c29e5cd8106a9fafd1310019f2b65b6d61db59486e683e66246e151

Observation 4e47367e-6738-42a7-9a3e-be9d00ec226c · outbound

This paper cites Jbshield: Defending large lan- guage models from jailbreak attacks through activated con- cept analysis and manipulation.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Jbshield: Defending large lan- guage models from jailbreak attacks through activated con- cept analysis and manipulation

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T14:01:42.503946Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-12T14:01:41.562372Z digest=sha256:ac7387dc00caff4258489a64970d4fb8b794cf65e92df505d0262e301535ad7e

Observation 9f387c79-6dd8-4fdd-9df1-3c138f0b56fd · outbound

This paper cites Prefix Guidance: A Steering Wheel for Large Language Models to Defend Against Jailbreak Attacks.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Prefix Guidance: A Steering Wheel for Large Language Models to Defend Against Jailbreak Attacks

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.567414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.567414Z digest=sha256:bcb3c0f3538b416dd7a626e965d7516898c19b0d5b9d47ecae5528e6238ac6ee

Observation 1fa8f2b4-2334-4a8e-bc4d-9c924c6f477b · outbound

This paper cites Open-Sora: Democratizing Efficient Video Production for All.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Open-Sora: Democratizing Efficient Video Production for All

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.585415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.585415Z digest=sha256:c697919708d39a795b299d27c0ed6c2916eefb9543f34f70c79357c4f140be2a

Observation 827e0253-8a58-4128-9d07-a5c44328da0a · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-12T14:01:41.590694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T14:01:41.590694Z digest=sha256:79a2b79713075b3e740ea925913ad1b12d07284b67a3b54c8ec6d95c8b9bc4e2

Pith citing papers

No inbound Pith citation observations are available.