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Paper Citation Record · LEDGER

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations

As of 13 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 6 inbound Pith citation observations for arXiv:2412.06878.

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

pith.paper-citation-record.v1
2412.06878 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T19:25:10.042182Z

measured 28 of 28 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:01:41.294275Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T03:42:22.264740Z

Reference resolution

22 of 22 outbound references displayed

  • verified exact0
  • verified fuzzy7
  • unresolved13
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e32b7cf4-091c-4528-8963-f0fd84293726 · outbound

This paper cites C1(Sexual Content).

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations C1(Sexual Content)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:25:10.292737Z

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=2026-08-11T19:25:09.973953Z digest=sha256:0beb3ea945e7da01a35e5d292176c6b61fcd9a0af29d7970472a5ba825203894

Observation 81c71062-eece-433e-9461-bb37b2d5393a · outbound

This paper cites an unresolved cited work.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:25:10.231753Z

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=2026-08-11T19:25:10.001024Z digest=sha256:ca478dbc1497253a2790cafe2c9f23442d9b7f23fde747d3f709a39542d0947a

Observation dca943da-2fc8-4b31-8cc9-caad475221ff · outbound

This paper cites • Include detailed feedback explaining why the consensus was not reached and how the proposal can be improved in the next iteration.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations • Include detailed feedback explaining why the consensus was not reached and how the proposal can be improved in the next iteration

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:25:10.183470Z

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=2026-08-11T19:25:10.021849Z digest=sha256:8b0fe1a6a05623f79510973ee8572de3311f2959354f55e19e8e797e6b8af6b1

Observation 194c4a08-0cf6-48ec-9a71-480526421928 · outbound

This paper cites Table 6: We study the individual contribution of each module and different pruning ratios (PR) on the overall performance of S AFE WATCH.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Table 6: We study the individual contribution of each module and different pruning ratios (PR) on the overall performance of S AFE WATCH

Reference 5

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T19:25:10.315144Z

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=2026-08-11T19:25:09.964500Z digest=sha256:2a854ff7e8f86c1fdf2b066355d1213d751652c526e01e8a6d343acbfb228e38

Observation 717f29eb-0873-403b-a957-b0be6e06a039 · outbound

This paper cites an unresolved cited work.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:25:10.303054Z

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=2026-08-11T19:25:09.977986Z digest=sha256:e2129c2f4c0929b74c9665770cf18502c720e1a0991d869fa85545d9886a14bb

Observation fa01ff07-cdf0-4b20-93a7-8c6a97c1ab1b · outbound

This paper cites C1(Sexual Content).

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations C1(Sexual Content)

Reference 8

Resolution
malformed identifier
raw_fallback, observed 2026-08-11T19:25:10.282588Z

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=2026-08-11T19:25:09.981468Z digest=sha256:5a242733ebb199e0abd1589dd69ecc09f83bd36924c6288013908a1348b875be

Observation 6a352f8c-74d5-4d0a-9606-5c594dbbfafb · outbound

This paper cites Begin with ”DESCRIP- TION:”.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Begin with ”DESCRIP- TION:”

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:25:10.272221Z

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=2026-08-11T19:25:09.984935Z digest=sha256:9150ebc5dc72cac88beb04929bcf95aecf1bb65b8248f6f32b5a2b17eb167d28

Observation 58a24bd4-0243-4b07-9a0d-5b6f5622805f · outbound

This paper cites C1(Sexual Content).

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations C1(Sexual Content)

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:25:10.262860Z

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=2026-08-11T19:25:09.988739Z digest=sha256:c7512ff7be69fd23c39ef973df70d0dd4837bfadacb583b27785652d6cf41a17

Observation 765fcd9e-51e6-46ed-a882-4a692930d083 · outbound

This paper cites an unresolved cited work.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:25:10.252993Z

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=2026-08-11T19:25:09.992976Z digest=sha256:8d7c5131800428f8baca2f41b7cb6f3d543d48fc4586db7e74e0f60720428c31

Observation 743a7b35-f4f8-4314-bff3-7525a4da5b91 · outbound

This paper cites If you oppose, suggest an updated guardrail label in JSON format.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations If you oppose, suggest an updated guardrail label in JSON format

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:25:10.242526Z

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=2026-08-11T19:25:09.996586Z digest=sha256:929c57664e80ba53d9d85a6dcab0a0eff8c5a07eefe036edb557f39289bb8a6a

Observation 3cdf5889-ead3-4c80-ad0a-bd5b679d1057 · outbound

This paper cites an unresolved cited work.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:25:10.220264Z

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=2026-08-11T19:25:10.009085Z digest=sha256:20ca19840283453fe7efee6eb572f4d94540185ea38ddf3864c06acfd46f83fd

Observation 40fd99b1-d451-4a8c-8cff-02f474c56525 · outbound

This paper cites an unresolved cited work.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:25:10.207830Z

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=2026-08-11T19:25:10.013193Z digest=sha256:c498b49ae301b813ac6843168fb6db2eea7af4e59aeb111cf9a905dfa20fc885

Observation 0bc01150-bf55-477f-8ae7-d948db7a2fb3 · outbound

This paper cites an unresolved cited work.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:25:10.195771Z

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=2026-08-11T19:25:10.017768Z digest=sha256:f1362dd4c41250f371d37c96926f50653c25b08a993dd6220ff397a07659a54d

Observation db3714d7-efc3-4888-8fb0-818c5e24f1ee · outbound

This paper cites • Provide the final guardrail annotations in the same JSON format, begin- ning with ”GUARDRAIL:”.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations • Provide the final guardrail annotations in the same JSON format, begin- ning with ”GUARDRAIL:”

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:25:10.170564Z

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=2026-08-11T19:25:10.025500Z digest=sha256:56a756884c5018a87fe76d1f3303f39142f8cdac9d881f90d8b7d88d620b7a7c

Observation e3896af9-1b25-48e5-866b-9ef515b81459 · outbound

This paper cites Your feedback should begin with ”FEEDBACK:” and be clear and actionable.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Your feedback should begin with ”FEEDBACK:” and be clear and actionable

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T19:25:10.158310Z

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=2026-08-11T19:25:10.028525Z digest=sha256:285a3e92b21cede09a5eb14cfe21b8588474b1479acb017d600094a0217a3991

Observation 3df34293-87d6-4e87-9376-12e50ca4a553 · outbound

This paper cites an unresolved cited work.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:25:10.144238Z

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=2026-08-11T19:25:10.032211Z digest=sha256:96c715dce8d3173515fc15d85e2fd614431508874ff5cd524d50f59e4f0352c0

Observation 554e7afe-fe4e-40d2-8ea0-e8e7caeca3a0 · outbound

This paper cites an unresolved cited work.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:25:10.133769Z

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=2026-08-11T19:25:10.035837Z digest=sha256:86f64981e422f5bc3983c741c34bf45a81ce08cb75de5a07619e299daec965b3

Observation 1421ecfb-4b5f-4713-90e3-94162e4793be · outbound

This paper cites an unresolved cited work.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:25:10.122727Z

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=2026-08-11T19:25:10.039113Z digest=sha256:045365a11e3ff4d53abb8fcd55ef57002af298a93bf330b54abd4d9594f65d44

Observation 50c95e17-d71a-4133-89a3-0c9d5b7e2cef · outbound

This paper cites an unresolved cited work.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-11T19:25:10.111471Z

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=2026-08-11T19:25:10.042182Z digest=sha256:fe8e8fa5ee839af2c267e24c3275d73edf499e776a9c9f021009cb3b1517b689

Observation 29544bfb-b7b5-4dfe-ab25-6dcb02bb6629 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T19:25:09.960658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T19:25:09.960658Z digest=sha256:af955daf85a5656265aebec46a91d778669f15013c44aa24029c83921c389bcd

Observation f9b228b2-6c0a-4ad0-be1a-d02371d1abe8 · outbound

This paper cites The Llama 3 Herd of Models.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations The Llama 3 Herd of Models

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-11T19:25:09.951901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T19:25:09.951901Z digest=sha256:02f5c617d76e58ca4f7139c7c982e3a109cfbc8a9c77df21ed7924183e7f31e8

Observation 746bf7ea-8748-4fce-a6ea-49ff3ff15e1d · outbound

This paper cites Movie Gen: A Cast of Media Foundation Models.

SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations Movie Gen: A Cast of Media Foundation Models

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-11T19:25:09.956320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T19:25:09.956320Z digest=sha256:eaa8fea229cc3a38b3ea1487a60cf7ea4215ce1c8ea33543d6f6273ec71dc89b

Pith citing papers

Observation f4278dc2-595c-4181-907f-bc7cc3dd9d22 · inbound

GRAPE: Generalizing Robot Policy via Preference Alignment cites this paper.

GRAPE: Generalizing Robot Policy via Preference Alignment SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T10:23:15.592856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T10:23:15.592856Z digest=sha256:c8e9e0b6a23cd0b746442b5951e6f581ea7d05f25dd1011a7a72f157dbfdf01e

Observation 6244ab2f-b6b6-4069-a198-a47a7d4a8d81 · inbound

Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment cites this paper.

Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-10T19:55:50.524544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:55:50.524544Z digest=sha256:2e4e4e4c3d860c62a0bd1b47399a10f6d4f6b844b5495f412bb7003d3a4a7d55

Observation 917f89f4-882a-45ec-a744-7aa881cfadb9 · inbound

SENTINEL: A Multi-Level Formal Framework for Safety Evaluation of Foundation Model-based Embodied Agents cites this paper.

SENTINEL: A Multi-Level Formal Framework for Safety Evaluation of Foundation Model-based Embodied Agents SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-04T09:52:17.496908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T09:52:17.496908Z digest=sha256:0e224e90b2429dc07f6d34405c15e2f782bb2d26f35f8188ff34a74e1c3f667b

Observation cfe9d03b-0e7a-445d-9514-8748e2a64751 · inbound

Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges cites this paper.

Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations

Reference 210

Resolution
verified exact
arxiv_id, observed 2026-05-18T03:42:22.267686Z

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=2026-05-18T03:42:10.703369Z digest=sha256:1cbf614d488f8eb029de650dd3444182bb915f0b8190ddaa17c5dd102e1761b5

Observation 1407abb0-8536-4f40-8fb5-17f449c997e6 · inbound

TrajShield: Trajectory-Level Safety Mediation for Defending Text-to-Video Models Against Jailbreak Attacks cites this paper.

TrajShield: Trajectory-Level Safety Mediation for Defending Text-to-Video Models Against Jailbreak Attacks SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-09T05:55:29.290098Z

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=2026-05-08T19:27:00.278658Z digest=sha256:a6b8711bf0ed5daee7a72aeda61af59c24736f618b789af243be45f586637c12

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

SafeCA: Safe Cross-Attention Localization and Regulation for Text-to-Video Jailbreak Defense cites this paper.

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

Resolution
unresolved
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=sha256:1db179d18eac99c42762557b244139a57476f9425f8ee2903011851cd4a5c8cd