Paper Citation Record · LEDGER

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization

As of 10 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2508.09459.

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

pith.paper-citation-record.v1
2508.09459 v3

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:04:17.463194Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

43 of 43 outbound references displayed

verified exact3
verified fuzzy6
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3d4c54ed-54c7-4c2a-a625-18e65f0679ef · outbound

This paper cites , " * write output.state after.block = add.period write newline.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T21:04:14.432566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8745c38e-2acb-482d-b5dc-6a1830a7c14b · outbound

This paper cites write newline.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T21:04:14.509694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 406e2d81-b5f1-499b-9fb5-022c9eaf7a03 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.417275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 05549229-c01c-4e84-83dd-84f0c366f9b6 · outbound

This paper cites G.; Kirillov, A.; and Girdhar, R.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization G.; Kirillov, A.; and Girdhar, R

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T21:04:14.688759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71639267-11ed-4335-9949-754777c3a13b · outbound

This paper cites H.; and Bai, S.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization H.; and Bai, S

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:04:19.402119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ce49106e-0e96-478b-af56-0e7237fa51a7 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.391335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 362f16f8-8e6d-4575-bba1-ef49c031d912 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T21:04:14.951950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffca7179-de22-4a1f-8528-06365a23da57 · outbound

This paper cites N.; Delgado, A.; Zhou, D.; Kheyrkhah, T.; Smith, J.; and Fiscus, J.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization N.; Delgado, A.; Zhou, D.; Kheyrkhah, T.; Smith, J.; and Fiscus, J

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:04:19.382079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0438caa7-8e80-4ebc-b0b6-1b0cb0f31c93 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.372698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4cab5990-17d1-4842-81b8-afdd7b3ce8ca · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.363878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7de840ac-d8fe-4243-a6d0-8efb25dade9c · outbound

This paper cites J.; Shen, Y.; Wallis, P.; Allen-Zhu, Z.; Li, Y.; Wang, S.; Wang, L.; Chen, W.; et al.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization J.; Shen, Y.; Wallis, P.; Allen-Zhu, Z.; Li, Y.; Wang, S.; Wang, L.; Chen, W.; et al

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T21:04:15.219817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06b6e796-8286-4477-b828-24b622f27463 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.347552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f6a22a39-ff73-4f0d-b463-d2630c89e9f5 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.337728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 464f31c3-7ffd-4d25-9b1e-e1ec2c2da03e · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.327952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 68ec810d-c27b-4c69-a9d7-3f12718962f8 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.317662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 003951fb-b704-44e1-aca0-e7cd2cc0d5e2 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.308221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d44c7c9d-b53d-490e-853a-48cbfc63704f · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T21:04:15.661989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26eb40a7-c2e7-4040-9a69-a55d13463431 · outbound

This paper cites Decoupled Weight Decay Regularization.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Decoupled Weight Decay Regularization

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T21:04:15.738287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02023df7-4952-4551-90e3-a8f565d012f5 · outbound

This paper cites Trusted Video Inpainting Localization via Deep Attentive Noise Learning.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Trusted Video Inpainting Localization via Deep Attentive Noise Learning

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-05T21:04:18.090355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9c313eed-575f-47fb-955c-0b85d3f2d6e1 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.298528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b25535e1-e968-4a50-9362-a4c34cfe58dc · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.288470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3f42d307-1a4e-4aa1-bac6-8e2fc8799c5e · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.278480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 26b8e230-7107-4e72-b7a6-0f224a87b015 · outbound

This paper cites D.; Fang, S.; and Stamm, M.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization D.; Fang, S.; and Stamm, M

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:04:19.268624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d311e908-be1e-4a2d-84a7-4de8599f06ce · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.258440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5243fb95-d898-439c-b5f1-550e1d01f3da · outbound

This paper cites W.; Lee, S.; Lee, J.-Y.; and Kim, S.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization W.; Lee, S.; Lee, J.-Y.; and Kim, S

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:04:19.248622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2caafb73-e3de-419d-95a1-17792a79c468 · outbound

This paper cites UVL2: A Unified Framework for Video Tampering Localization.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization UVL2: A Unified Framework for Video Tampering Localization

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-05T21:04:17.976054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 34989676-0497-4249-b707-f2d9dcdb5653 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.238040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aecc56a8-344d-4075-8009-d74271975340 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T21:04:16.426552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4b84fcc-3f02-4786-a9a6-d16a57993fca · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.222482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8595968d-f8c1-45b3-80c5-5b46ea90d38f · outbound

This paper cites N.; Kaiser, .; and Polosukhin, I.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization N.; Kaiser, .; and Polosukhin, I

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T21:04:16.540992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d35c35b5-aeed-4225-8387-affdd7938ae1 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.207001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 708472e2-1a5c-40d2-a8f4-51e863dbce65 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T21:04:16.691357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac751f5f-25a8-4f95-a105-185bf3eeda84 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.181215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9ca8285b-8f5d-40b5-a632-e0d43e515c51 · outbound

This paper cites Rethinking Image Forgery Detection via Soft Contrastive Learning and Unsupervised Clustering.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Rethinking Image Forgery Detection via Soft Contrastive Learning and Unsupervised Clustering

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-05T21:04:17.772023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8d4dff03-0440-40b7-8374-45994440cbe7 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:19.075151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 76e818d0-02d8-49b3-b370-89d521358e9a · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:18.976798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ace624a9-eecd-425e-854d-e993cad1cdf4 · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:18.820915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 21300461-1688-48a6-9d8d-75bbe1841cd9 · outbound

This paper cites M.; and Luo, P.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization M.; and Luo, P

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:04:18.686451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 50ffbd01-c296-4531-bcc3-489afd507a6c · outbound

This paper cites Focal Self-attention for Local-Global Interactions in Vision Transformers.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Focal Self-attention for Local-Global Interactions in Vision Transformers

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T21:04:17.197463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a058ab3a-449e-4ad0-9e48-c91f8951deff · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:18.594566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 257d14e7-3ca0-4c0f-b67b-0cf0d1374655 · outbound

This paper cites Y.; and Feng, W.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Y.; and Feng, W

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T21:04:18.386992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ccd33a18-9ed9-4ec6-a06e-227225c9a7dc · outbound

This paper cites Deep Video Inpainting Detection.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Deep Video Inpainting Detection

Reference 42

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T21:04:17.617136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 17700c35-f59b-45d2-8ed2-bb041623838a · outbound

This paper cites an unresolved cited work.

RelayFormer: A Unified Local-Global Attention Framework for Scalable Image and Video Manipulation Localization Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-05T21:04:18.247555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.