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Paper Citation Record · LEDGER

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation

As of 4 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 1 inbound Pith citation observation for arXiv:2604.10837.

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

pith.paper-citation-record.v1
2604.10837 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T15:10:22.366015Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T05:32:30.507410Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

61 of 61 outbound references displayed

  • verified exact16
  • verified fuzzy44
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aacb5145-350a-46b1-9952-8cb587c0f52b · outbound

This paper cites Denoising diffusion probabilistic models.Ad- vances in neural information processing systems, 33:6840–6851.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Denoising diffusion probabilistic models.Ad- vances in neural information processing systems, 33:6840–6851

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.587398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:b92c34f72a2c74c291f9751879ace47ba09ab8b285dbc5c6ac345a2aafcb58e6

Observation 8d5afc01-bc85-4aaf-a15d-d7e71a0c78d1 · outbound

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

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-11T11:06:01.788099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:2f4f958d5699540ebfea8749dc5162033d226819dfab1050d802053243bb5942

Observation 497bc72f-21c2-4a9f-a181-20e6dc166e99 · outbound

This paper cites Imagen Video: High Definition Video Generation with Diffusion Models.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Imagen Video: High Definition Video Generation with Diffusion Models

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-05-11T11:06:01.779775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:923c5058d4d953869a09f1abfbf5d3f250e3907ae3a252d44c2ec28a8d756627

Observation 0dc65b2a-cc84-4385-9743-998022a0d0d1 · outbound

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

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-13T13:43:11.511714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:d0913d4ad3c9595358b99c227b2b55332d52e63cedc700405295f844cbc2d971

Observation 4d3ab151-0c34-4ef6-9e2a-4ffe9f9d437d · outbound

This paper cites an unresolved cited work.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-18T07:16:03.590069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:f5911caa72800a341fd53230bd2e5a36893c0a5f7025e3bc014574154bf418f7

Observation 4e54a798-91fb-4a61-84c9-fe55fa5cfbe9 · outbound

This paper cites Wan: Open and advanced large-scale video generative models.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Wan: Open and advanced large-scale video generative models

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.606891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:e89ab46580d9f3ee072ff754bcc4ad824512f5635eb32d353d05b4e9471f9d19

Observation 0b485539-c9b8-4090-9673-26edfd91e854 · outbound

This paper cites Deepfake detection: A systematic literature review.IEEE access, 10:25494–25513.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Deepfake detection: A systematic literature review.IEEE access, 10:25494–25513

Reference 7

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verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.603405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:084fb98f489cd836e3dd886659383c7609bd569aae18d88ce7f2285d733073f0

Observation 72b364fe-c8a3-4fce-85ff-d25cf59258d8 · outbound

This paper cites Explaining and harnessing adver- sarial examples.3rd International Conference on Learning Representations.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Explaining and harnessing adver- sarial examples.3rd International Conference on Learning Representations

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.668193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:07f46c820c8d2a383e8f9487b0cae1be1c333390a882c9773f306e5e78211131

Observation fdc64cff-2bfd-4bba-90fd-ec420b217ffc · outbound

This paper cites Adversarial examples in the physical world.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Adversarial examples in the physical world

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.685654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:2f25d0f3df51e9337fde383a283b7ecb3b33d8a6e7eef9e4d26277d3cfc434b1

Observation d42855c9-07e7-48dd-bb48-a09cdbcce283 · outbound

This paper cites On the robustness of semantic segmentation models to adversarial attacks.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation On the robustness of semantic segmentation models to adversarial attacks

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.672105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:5694d2906b6eb44cea7122bf0b24be5ec5b532317dd97599ee8f36904c298f9b

Observation a7145682-1bc3-43bb-adf1-67fda18d12aa · outbound

This paper cites Adversarial attacks against closed-source MLLMs via feature optimal alignment.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Adversarial attacks against closed-source MLLMs via feature optimal alignment

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.707619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:ebe66f0e4fe2212d90ae39880c2a9b39d6dac074cdfde612232fece7791cff30

Observation 3b27a85b-aed1-4b58-baf3-fbe10b35a20a · outbound

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

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Adversarial example does good: Preventing painting imitation from diffusion models via adversarial examples

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.700779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:52e65d0666383dd5cdd28b98c8aa8fd83a14bff883d5283413645ae6588b83f8

Observation cebd5ce0-1392-4a12-960b-93655dadf50a · outbound

This paper cites Rais- ing the cost of malicious ai-powered image editing.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Rais- ing the cost of malicious ai-powered image editing

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.704244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:f377edff29b6e25fa964776ad7b1b93a2b3e08e914739ed1d68f9599240940d2

Observation 59a4bdf1-0210-49ef-81b7-bbeb1496a992 · outbound

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

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Mist: Towards Improved Adversarial Examples for Diffusion Models

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:06:01.615486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:f58cbcc4310233701ffa52bb6fa9709367579877dca1b5305eaea8e071fd8dd7

Observation bec5860f-db5d-4c28-9532-e2358b8dd706 · outbound

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

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Toward effective protection against diffusion-based mimicry through score distillation

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.682303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:7acc4db36161fd3f0fa4af14c4e2beeebb5adb95a1160df890e017087062a005

Observation 571bb71c-13e4-40c5-bba0-7440320047af · outbound

This paper cites Distraction is all you need: Memory-efficient image immunization against diffusion-based image editing.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Distraction is all you need: Memory-efficient image immunization against diffusion-based image editing

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.745372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:4797ef74c4f780a5523f5761e842abcd7ff2c69ea1e059f187683afc0db04c55

Observation 66936d34-41d4-482e-9c82-7320f8d134f1 · outbound

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

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Metacloak: Pre- venting unauthorized subject-driven text-to-image diffusion-based synthesis via meta-learning

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.741604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:4bd5227459c71b5d4541f37b8d4c3e1ca1dcb905aa11256c1b9f195cbcebc8ee

Observation f4519d7f-2965-499f-80fc-17e8a7b2337e · outbound

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

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Glaze: Protecting artists from style mimicry by{Text-to-Image}models

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.714540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:564db5db220cf97931a712ae2bb7e1683a7cac132b503f97fbb03b3f218c062b

Observation 8513de6b-be19-4a09-9e12-dacc744fb8e7 · outbound

This paper cites Imperceptible protection against style imitation from diffusion models.IEEE Transactions on Multimedia.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Imperceptible protection against style imitation from diffusion models.IEEE Transactions on Multimedia

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.710886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:8e592abb009f17a68a615d8fdb7bb6ac86fc4d81b2c15c16f64693c0d24527d5

Observation 57f80461-d709-4d23-ac86-62b5687c72f1 · outbound

This paper cites Chinchali, and James Matthew Rehg.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Chinchali, and James Matthew Rehg

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.583903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:813c2466fb406503bc06f741fc1fb29d662a49cbd405443e41692e493cbe447d

Observation ef678b9f-87e7-4d25-9fdc-86d1f8bc1fb9 · outbound

This paper cites Make- a-video: Text-to-video generation without text-video data.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Make- a-video: Text-to-video generation without text-video data

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.689445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:7f1e0b2cba7d52b03e5981cda3ac28738c6aa29112e2c20a3a82b770bb6319fd

Observation 57732d6b-6f31-4222-83d4-f5982d54cdb8 · outbound

This paper cites Align your latents: High-resolution video synthesis with latent diffusion models.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Align your latents: High-resolution video synthesis with latent diffusion models

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.697383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:9d7708570d500400f7899c52a8f5ee6b54d5c445899d9ead9b2339580d70b8c1

Observation 4f4245a6-e1e0-4450-8bba-7a856b39bb65 · outbound

This paper cites Lumiere: A space-time diffusion model for video generation.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Lumiere: A space-time diffusion model for video generation

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.670298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:225944b7ef43bdf25e367b2c3ea260dff78f8f3444301f424e3ac17bf02cda5a

Observation 85bf9798-0096-4f50-833f-c813c66d954b · outbound

This paper cites Flow straight and fast: Learning to generate and transfer data with rectified flow.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Flow straight and fast: Learning to generate and transfer data with rectified flow

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.673582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:f87282f06b223b7cb83d9cd78a4fc17da0c39d4ca401feeb969ab1840f519551

Observation 68c39c0d-fbeb-49eb-bd8e-338a989b960f · outbound

This paper cites Goku: Flow based video generative foundation models.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Goku: Flow based video generative foundation models

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.659083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:c4a55417becb595f0205ae1c7bbcd56ea3341b0617c278da0380faec9b1dbadf

Observation cfa1e4e9-5882-4643-9199-d625c9be9ff2 · outbound

This paper cites Pyramidal flow matching for efficient video generative modeling.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Pyramidal flow matching for efficient video generative modeling

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.662910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:4b41e9802f1ebbe798717a788f29aad5c80b3695f980878b653ec6e7deb596a8

Observation bf759bdf-afba-4679-aa20-d73f95d82435 · outbound

This paper cites Dynamicrafter: Animating open-domain images with video diffusion priors.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Dynamicrafter: Animating open-domain images with video diffusion priors

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.666597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:8c93cb743b9132842e738394c683b3db8eb25f01c6be02130e8b71b684e85413

Observation de21f50c-d815-4083-80f0-5954c4e23db7 · outbound

This paper cites I2VGen-XL: High-Quality Image-to-Video Synthesis via Cascaded Diffusion Models.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation I2VGen-XL: High-Quality Image-to-Video Synthesis via Cascaded Diffusion Models

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-17T23:51:24.156433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:10f0c36cc77fcebf5b55b943b01a15683f6795e6b8ccf27a3c17cd4fbb3aa6a0

Observation 8bab972b-2f3f-4b0f-bf2c-42717d15617e · outbound

This paper cites Consisti2v: Enhancing visual consistency for image-to-video generation.Transactions on Machine Learning Research.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Consisti2v: Enhancing visual consistency for image-to-video generation.Transactions on Machine Learning Research

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.675549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:3130199afcd6ba00ceff881a6d231f80fed7fad0103711195e773628e82b119b

Observation 6f3f2552-47dd-43e2-8210-25382239cf3e · outbound

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

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Animate anyone: Consistent and controllable image-to-video synthesis for character animation

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.645009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:712ab184d03cc3b92668da36f7c903963e6b81491f169d69ccb6d9f1ff70ed56

Observation e4705030-5ff0-42d2-a164-83abdbc528b7 · outbound

This paper cites AnimateZero: Video Diffusion Models are Zero-Shot Image Animators.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation AnimateZero: Video Diffusion Models are Zero-Shot Image Animators

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:06:01.754352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:d20ef89284d9aea938b4db47868324a98c7adf4fd9345150706f559f7c62467f

Observation fb8d6a45-973d-4807-bde8-a26431d9d844 · outbound

This paper cites Animatediff: Animate your personalized text-to-image diffusion models without specific tuning.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Animatediff: Animate your personalized text-to-image diffusion models without specific tuning

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.648663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:dd8c137fcdff25a6c3b4624022dce65ec512faaa53aed21deb241bc837501fbe

Observation 49fe4773-4434-462c-8fcc-f4bdd5d3c5aa · outbound

This paper cites ControlNeXt: Powerful and Efficient Control for Image and Video Generation.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation ControlNeXt: Powerful and Efficient Control for Image and Video Generation

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:06:01.681689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:787a5b06906c7da5d196e1b8641f5f5c5621e21f27c1a7c71c320baabe42c6c3

Observation 88cab372-6f6c-4376-90d6-546dd749a79a · outbound

This paper cites Follow-your-shape: Shape-aware image editing via trajectory-guided region control.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Follow-your-shape: Shape-aware image editing via trajectory-guided region control

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.638703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:6f30a1c6667c60c3b0a09df88a636ff8ad222ebf82b9a7c4901d50e5434cb45a

Observation 7c26adc4-a694-42a9-8b66-061c6211e048 · outbound

This paper cites Controllable video generation: A survey.arXiv preprint arXiv:2507.16869.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Controllable video generation: A survey.arXiv preprint arXiv:2507.16869

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:06:01.714105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:60baaaed4cb4fb2db79815782728c084859bf7ed795dd5a8f6b4bafbde8a25d3

Observation 258369ad-a807-4ff7-a96a-c4676b8513e7 · outbound

This paper cites Follow-your-click: Open-domain re- gional image animation via motion prompts.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Follow-your-click: Open-domain re- gional image animation via motion prompts

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.641681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:d537a105f7e404246185ba678dcee1348fc4a34b7a257f133fa3deea362fe32b

Observation 0d5b82ae-0fb9-4c28-a07b-ed7b994c09fb · outbound

This paper cites Cogvideox: Text-to-video diffusion models with an expert transformer.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Cogvideox: Text-to-video diffusion models with an expert transformer

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.652150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:1b8001f5d5638eadac7aa2d9241211ed5bb4aa21fcebc693faa77d9d92a64dca

Observation 12bf210e-2f9a-47a2-8f37-dd72f89d736f · outbound

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

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-05-11T11:06:01.692461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:d895c832ddc383f26e5c06a74feda4249cf482f4cef2a66ecc6b34fef2901da6

Observation a4ceb5db-443f-4baa-869e-d7e90cf4d318 · outbound

This paper cites Kling AI.https://klingai.com.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Kling AI.https://klingai.com

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.629163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:8b8f9312e79383a40f4601f545bb76d813b12ba931df7cea6960b80ec9660783

Observation d4cdf1dd-e9d5-42d2-ab5b-acbeb194dcfa · outbound

This paper cites Dream Machine.https://lumalabs.ai/dream-machine.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Dream Machine.https://lumalabs.ai/dream-machine

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.626154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:f2ae8b550e4d031543036df96939cbe1aa1c772977aad8f4a3fca89a8f098a12

Observation 933e2f73-0c02-48f6-b6f4-284725eeaeb4 · outbound

This paper cites Decontext as defense: Safe image editing in diffusion transformers.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Decontext as defense: Safe image editing in diffusion transformers

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:06:01.628983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:a58e5c6e1e91acf9116962b37b7a681d5991e772836310febf3b51dd840244ef

Observation ff7a13db-1843-4454-8ddc-faf532760499 · outbound

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

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Pixel is a Barrier: Diffusion Models Are More Adversarially Robust Than We Think

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:06:01.637025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:40acece6b33a7f7b3103fa2279037e751f2608874e1f672e38ed12a6b7d21959

Observation df4a0c9e-f87f-4a03-856b-947e76760914 · outbound

This paper cites I2vguard: Safeguarding images against misuse in diffusion-based image-to-video models.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation I2vguard: Safeguarding images against misuse in diffusion-based image-to-video models

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.632607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:d2aed1a247823e5f3fa4a60e98fd82b6a596376004e361ee2f1949310667d74e

Observation 9b0b5ba0-f9ee-4596-babc-f8fa595a2fcf · outbound

This paper cites PRIME: Protect Your Videos From Malicious Editing.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation PRIME: Protect Your Videos From Malicious Editing

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:06:01.674047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:7c2dee941790b9b1361e10bcd446e71a466a12265e18cc398609a2658b567e0e

Observation 6b3d1914-9684-4364-9179-522f41a8caa3 · outbound

This paper cites T2vattack: Adversarial attack on text-to-video diffusion models.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation T2vattack: Adversarial attack on text-to-video diffusion models

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:06:01.660868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:b20b37a0f4ff3b1ad3682b302f433c921b6d50b32dc27617213f7d1506f9d3e7

Observation ba0b1fcf-39f3-494c-afac-2686c28dd64b · outbound

This paper cites Diffusion policy attacker: Crafting adversar- ial attacks for diffusion-based policies.Advances in Neural Information Processing Systems, 37:119614–119637.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Diffusion policy attacker: Crafting adversar- ial attacks for diffusion-based policies.Advances in Neural Information Processing Systems, 37:119614–119637

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.619672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:057215cb7620660b7cd691f597b158abb53e62158e526d341772f4f0653be781

Observation 448e6a79-216d-449a-bf26-e43ad8abf07f · outbound

This paper cites How Vulnerable Is My Learned Policy? Universal Adversarial Perturbation Attacks On Modern Behavior Cloning Policies.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation How Vulnerable Is My Learned Policy? Universal Adversarial Perturbation Attacks On Modern Behavior Cloning Policies

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-05-11T11:06:01.646189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:37f4fa52adfbffe1876d8ce0344d9233fb040ce00fa40dd21020c14ea2f56771

Observation 77254aef-24da-46dd-964c-f016164ad886 · outbound

This paper cites Diffusionguard: A robust defense against malicious diffusion-based image editing.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Diffusionguard: A robust defense against malicious diffusion-based image editing

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.616511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:66d8d37f417b10d5c2c48317eaeebea665074dde7129ffd55862335461daa0cc

Observation 29b9a703-c5b4-40da-af30-5a61fa9b4904 · outbound

This paper cites Emerging properties in self-supervised vision transformers.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Emerging properties in self-supervised vision transformers

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.622807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:d1b27251fc3543d62fd604927d428ccf926488e5777fbe74059df7f2c8fd9b99

Observation 885183e7-ca0f-4fcb-9b33-bb30ecefe545 · outbound

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

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Towards deep learning models resistant to adversarial attacks

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.635503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:5e786e273a66813cf24dcc5da4fee8df78857452dc8c5e768cfc3e5a9d1ce07b

Observation 4a3d8ff1-9bb4-4998-ba3c-8b3c5bf5dce0 · outbound

This paper cites A benchmark dataset and evaluation methodology for video object segmentation.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation A benchmark dataset and evaluation methodology for video object segmentation

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.655575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:9f39f2038fb770603d4dc22c74aef180ddbba223fad378d3ef9c0e1a09c79ee8

Observation 0c80bdbf-8c2b-4171-ba94-3aa300a91a2b · outbound

This paper cites Dreamsim: Learning new dimensions of human visual similarity using synthetic data.Advances in Neural Information Processing Systems, 36:50742–50768.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Dreamsim: Learning new dimensions of human visual similarity using synthetic data.Advances in Neural Information Processing Systems, 36:50742–50768

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.678943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:d234c7ff1b4cc48483d8d05e2cd487af34a27af9abf979b669a190d8fd2b0c5d

Observation d6d4d1a7-6e8e-47d8-bf85-953623580486 · outbound

This paper cites Learning transferable visual models from natural language supervision.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Learning transferable visual models from natural language supervision

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.613264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:ca23e47a2c542d06bf85c77d8cb1fff3423b4c91c85474a3c8da2714d89cfa12

Observation a1552c42-0179-435a-818c-8efc34831875 · outbound

This paper cites Laion- 5b: An open large-scale dataset for training next generation image-text models.Advances in neural information processing systems, 35:25278–25294.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Laion- 5b: An open large-scale dataset for training next generation image-text models.Advances in neural information processing systems, 35:25278–25294

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.719994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:b40be52013a7541bb613959da101c49e7e2ad89457ce55bce16cf4e506728852

Observation 26a30baf-a697-46c1-a869-e8d9ab537fb0 · outbound

This paper cites Google AI for developers.https://ai.google.dev/.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Google AI for developers.https://ai.google.dev/

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.609967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:c64a3b5a4652d1894e13d5e6d447b46f61dc5cceef6e349d694867608c078626

Observation 7eaab4e5-b34d-4692-a667-79742bc6013d · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer.Journal of machine learning research, 21(140):1–67.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Exploring the limits of transfer learning with a unified text-to-text transformer.Journal of machine learning research, 21(140):1–67

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:22:28.693143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:6ea5ce8a8757a0dfcb27db6b06126e1919d8970b9b1887aec9acdf7b4434e1ae

Observation b69003c2-f52f-4019-8aec-3f89779fae44 · outbound

This paper cites U-net: Convolutional networks for biomedical image segmentation.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation U-net: Convolutional networks for biomedical image segmentation

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.593449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:37e2bc4595945337be16aa92673baa85157b1b57751e21f88f8a1bda0069ee11

Observation d72a0ce6-ffd1-4db2-9ce2-0fb951ea255c · outbound

This paper cites Scalable diffusion models with transformers.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Scalable diffusion models with transformers

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.596752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:696b76dac5aef067d9a250d82be6bb60d0ec2bb3962b5246ae46ab3b7095644a

Observation 9937854d-db9d-4ada-951f-415cb0ff6ff5 · outbound

This paper cites A survey on video diffusion models.ACM Computing Surveys, 57(2):1–42.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation A survey on video diffusion models.ACM Computing Surveys, 57(2):1–42

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T07:16:03.599962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:95326fa7923d2b4dc1ff22c9c4bc95fae93542ad2774ceef630d8fb3d3626723

Observation a73361f3-93d0-4a78-b0c1-bd6cfd266f70 · outbound

This paper cites Toward generalized detec- tion of synthetic media: Limitations, challenges, and the path to multimodal solutions.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Toward generalized detec- tion of synthetic media: Limitations, challenges, and the path to multimodal solutions

Reference 60

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:06:01.728732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:2b75303cd1dc1a7771230c78d5e97b11d9bf3f3d4d796823f5009800b07fe6a9

Observation b5b7b824-0279-4408-97fe-24ab05092077 · outbound

This paper cites Deepfake Technology Unveiled: The Commoditization of AI and Its Impact on Digital Trust.

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation Deepfake Technology Unveiled: The Commoditization of AI and Its Impact on Digital Trust

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:06:01.722945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:329b0e7731c229fa743fcbae50ba42284a8bccb3b299422bc9086571649cc7d6

Pith citing papers

Observation adaac4c6-e19c-4b98-8e38-92de9b982865 · inbound

Delving into the Temporal Challenges of Unified Video Protection Against Image-to-Video and Fine-Tuning-based Customization cites this paper.

Delving into the Temporal Challenges of Unified Video Protection Against Image-to-Video and Fine-Tuning-based Customization Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-02T05:32:30.507410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:32:30.507410Z digest=sha256:48b4282b416c97232c04c2ef30efb702bbd23aceac7b5e03f2a843f8ad024374