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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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:09.973953Z digest=sha256:a4b169e4ee9244b8bf7f813f54c54c20f15ea292fa2e62b8173a890cb804c89f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:10.001024Z digest=sha256:8d8e7921791fec39da1c476ab30b3eb74a3d5aef5e308d0ea17654a4f1dc5729

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:10.021849Z digest=sha256:d42156b3f0f105dac1e9606c5043acaca49c8dc05368a253531feeda3e11874d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:09.964500Z digest=sha256:a16542a4bfbcd012e9529e1ba61ad3eb8d857751511a09a6770e8eeac5c89ffc

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:09.977986Z digest=sha256:434aa631dec902cef66493bd3438c990b9217e26243beb816601a9727c64a0d1

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:09.981468Z digest=sha256:98381fef12cc23b00ed67e7ea1800393ccf4b15fa314cf5b047081c5721564a2

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:09.984935Z digest=sha256:b86216c36931e841c026144c0f53b5db783bd9b63933a963552abce0a13eeb3b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:09.988739Z digest=sha256:c34de3b697b6f77ab642c2dddd30b000699e39afcf9da485a2123ec5892ba03c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:09.992976Z digest=sha256:e5540c2a2cadf033eef919eb3d8f216b068bef9513bdbf6130165dcc365fc39f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:09.996586Z digest=sha256:fb8e94328d132ddbcc6674543441013ed4ea7defdd2a5f2fad8165d625953596

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:10.009085Z digest=sha256:40da88e173024cb0b4c3920c55959df93ee3434c08993ea9140d6513dd9540fd

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:10.013193Z digest=sha256:c821fb248ce7f16ba4dfd928247343f1846975a95cb39f14595b3dd32d5c22c0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:10.017768Z digest=sha256:1a0dfb88b4a0f5f0970e14a5bb29e70f7b8af2b9dad1ba5a27afb01c8e380412

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:10.025500Z digest=sha256:35d64f242508170832c2ebf4170a9ef320a3c665bd772a2abfc8efa151577eba

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:10.028525Z digest=sha256:38082c4da2fc18056a59f44fe2624e395495d2ba0fbee180f788a670b18b8904

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:10.032211Z digest=sha256:714e6c4d2c59d8da950847683b6a408a52f2626e65976e5ba35be9ba2b67d747

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:10.035837Z digest=sha256:0b690f76dbe7160ead7310983e37d7477b8e687a01d6e62d7224c6bdddecfe2f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:10.039113Z digest=sha256:151e09adef3736183ba836e5ca1d8dcee3eed5d44c433ec49d5cf9368f3e55c0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T19:25:10.042182Z digest=sha256:fa48ade411f977882f072641f22238a041813d880b7ae1b52112ba88dea4cc1b

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=sha256:5fdae8232b72340dc9d5b4a6324a3926415abe009489443cfad5a93353b8f07b

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:ed3fc1c5362f083f6b6884e2ce8d8d98e1c229acc900022d5fe31c8596bceffd

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=sha256:2d17c6113793a247dae02e087c67d03bdc31ba37e8eea25068fa97cf8115976e

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=sha256:9e4a7e6a6d9f5586c3b4dfd1f3775cfcfcf4d8f6dd47d3da9f7a1e4caf18d592

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:fe0aa8721a36a3c8c83ae99c684e071c15203ab736b1909f6b76872f5fff2247

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:ef752e569f8b364099d33aab7d0942a9e3bf31a26c059e68a75e99e87d3f9727

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-18T03:42:10.703369Z digest=sha256:8ff926eae0f9e28bf6da4c8edd6c2dfcf2d12bf298ef2eec6e051eaaf8bb7b5d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-08T19:27:00.278658Z digest=sha256:908d033f7a77e4e609792835b47bebf18f5c41380b065300ce1668eae4e6d7ba

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:f4c720dac3e9e50e8a0d198293dcd7bb46090459826ae4c6c83b001e284f8c96