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Paper Citation Record · LEDGER

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

As of 12 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 2026-08-12T06:34:41.77262+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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:1de8516556a4a9e1d5b3b7d8f3aad382e9610c0e9e4d9cb4f5ac344a89ac378f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:8f97ee421b979b63e9f64f32fd83ceeec5730fd3674341ba98fcfb319c9c23a2

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:cb814225d11c1cd533de55a85b2f00123ce0aa2001221d953d630617d5d038ec

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:3ad5813c634a52bb6f7f5244cefa280b9201984af14f80f8d741908299fe62b3

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:a677d026cf71c77c8e894ff8ee3ebbf3b34601d25651192a7892b48191d2e16d

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:c76a6e87cd0a54f17652fa75902181e5011fee2c5c635bee85132acc474f5287

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:032b5760afc90115ec6dbedda93809564f6218b48bd583b32f46d3852e11c0c1

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:a266698d843b8f3af3dbddca08a6eeb6b3370b7d3767c9eaa1ac956be9cdcfb6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:5fa06809ea345d23f6282ce9619e682a8d375799105964f3575696cc3b34f0d8

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:618768a25c21ff4bad66f2f57a346e929d4bdea23a7219f376caa9aa475919d8

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:20aee4cbdca094e707fa5895d65d332f7b143ef021b12f562a57164fd6dcbf43

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:76c918f8df6a804813a57ca03ba950561848c3c887adb70fc30b58abb7155962

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:955a44b9feee4511412563236379c3598eac14fcff687bde743989ece2e1769a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:e547ece97512ce1736bb86d10a6b148663dda7fa9eda1a1acb1da1266e490b8a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:aaad68326d49c184ad1cae2834b6d6a0de0f30369f40316468087a74fda9e9bf

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:ba38d38bbd00d26976c3b5a5262658814637184c31273f2d0f50e8ef7d6e8898

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:c55b6da187296ee0c2210a2eb64ad5826de82bc897783ee0d5742cfde69d3a98

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:aadabc1defdd2d5342d0b5ad61ea89757a9c7ac6e1457177f2c80c24fd04bf0d

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:716be8278b3d829d530fd0fce4088921f26d26d9ffb4c5d073bc1867137e24b6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:072226ea998754a1f60a4f4214f900bf97596ed566cc5c19116a978ef9956d03

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:9d7933a1457718466114931e02547a83ba3c003b6406fd65520e5e8a1d5ff820

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:a9bdddf5c95174516e66588a082372833277d9084684adaa88ce24b526140516

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:3fe4223a6929a1bad8e5c85eec7cd126b035bebc8f935eb7bcf9d7b7b73513c1

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:14c5cfb4d24aece1d7f77b463500c13519532bcefaac364cb81e4b73768f5a43

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:56f0a9829aec6b7e320f221171f687210ddd8e326da4554e2874aab4be241331

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:f42650947af24b70ebb12aa67055e62a18af8cfd945549fe47b01253b0277b67

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:fffe9acd1c42357527a5036e70c60ba59ffd69cafe1724f80900b10718ab67c7

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:86d0d328b85a8bab85f979e614afabf54543d9f37a124e1e85d4adaae21450b4

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:97e0b7bd7ee672f25f86584ab1e10a1e6e23e1a27b895deff565d68b35cf7b6b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:86e916c07ce82a4674922c8fd70d2cfc3ab9f99b03c86d7a43985efd84d78dcd

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:13514afcf2b6cddf645069ed285b7a8f237a43c738cb1e991653d2f326e8696e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:5952bbaa9c585c1588b882c2dc591341677170c6a6690a4d5581ab220f80cfae

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:7bc9dc76443db3147572e7b2ca2060ebf288509e291df54c7c17c540f05518e5

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:ab302ae7b83435261fea00d391c6fe3f3192dfd1edb8857849e441e91e13a197

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:373e0130c5f47a120e6c0bdbc0f11a6dc54bde6261663f53eaa33f0d0c1c243d

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:8f142f650d547370e2c3eded222e679e0ea4228e722cdad61cd000b2e3ad929e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:62e053eb597e69ba860ff44bfba32e19e010c5ec0b3fc39fc4664aa016c33cf3

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:36614bc2c87cbc61302b9d4b8dd36a22ab29417fcb718078949814dafc0a7465

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:0b129b18137f8295322b540d774069d25d623c6579f5ad4557de49e2ed7e93b6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:483401674f99b91babb5c284ef192f7773ced62aca756f6d0f58cbb50f2ab76a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:6488051adb442e63f7daa0a0beb3e12a9902af829718c94cbfbc29ae566223b5

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:30db42c54cf84f3a04c9f0532be36ccc2dc6c87beb5fffe23f4df9baab3ff951

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:6e60e85467004a1592b0f53858be3822a08921f7347c1246ea8ff3a42903d0df

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:2bd6a7c2736d610fa5478fabd5de99ffcc2eb7d0ec788ff49c310d7d7c38fa8a

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 2026-08-05T02:57:40.422242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:f204266a36f4a33e8d73e9fd9a893378e4894a326bc6ded61159177ea134c556

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:5b38e80536835658f09b5b6c2b8e6a88873fe822788cb573ef9fecd22423beae

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:cbcfc50a6d70f0f2d5e4c49a541ebf3cb6b8ad7d732532cca04fe134d736cacc

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:2278f68f46e5d367b9face0003e5125d3f5fcc8b47d9b9446c8bccf6074e7842

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:5b686a142d33b9cd802e9cc37b5ff93b7eff93dce53efc51d34a3fa11f087c5f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:c1bdf846b06386786469224d16b47caad117a2598ff43aa67f8b72a1b98ff1ca

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:40a974c1a76c5c51be84a4a6388185f296a8bcec1426d49e0b2764a1ae21ee08

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:37e03bf19b4498f5128b20e0a7afd32327824b123f3f7ca2075ef184a8dc0719

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:9040137d3b640d532aaec52cd6db2efbdf97685b83d49f58d9c58e37f9fc1d83

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:351adfb1453cc5ff70eeefca4e28fa89bd94ca6f3877aa35e51228913d2c3a99

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:e2a4f115a037fe36f92156dc4a9410c97976e1365d195093827e6a7a1581b99a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:f57deab76a54b7378c18b13e982d0377e870e4a5a0e311f46b690f05fbbfdfd8

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:b87221a173a87ddb5b6da71df317b82a8e1a8cca385de5f8c7b40e0782a42cf5

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:a0e7ea40cb8275e995ddec651d3ce751da859cd9a4916276a040c32b9b5605f2

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:7809867d51de86d984e1d21887d27043e2dd4733b2b2f270738b2a418b08b2db

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:c96b81c4d09d58164430e40dbfa736812dd1bbefece4331d2c56e259b965bd1b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T15:10:22.366015Z digest=sha256:2532c7e984258039269eaac8641410d3612d6b23de114ebaf16b1287100a0f83

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