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Paper Citation Record · LEDGER

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection

As of 8 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2507.20913.

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

pith.paper-citation-record.v1
2507.20913 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:16:21.565350Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

62 of 62 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved57
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8fff9f6c-5ba3-4025-8e4c-e98432d67062 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.482932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:18.205579Z digest=sha256:af48b74db79f9056b3eec52d5e4be1df83b4605982642311d84dd78848352b59

Observation f0c0d871-b4b2-4b20-9efe-2741564d1177 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.472271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:18.306352Z digest=sha256:98522afe4bd1a09d5182e6caf43c3053dd5979b38a53ac7571c5546dff3da1a5

Observation a515755e-2fde-4e7f-8ddf-d0d812375a52 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.462077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:18.383395Z digest=sha256:38ef6eff49f79c8c169f1c9efcc1ee1222d7d53996661362892c8fe0dc08a49a

Observation 08b7a0f4-850d-4860-8625-05396977d935 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.451242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:18.459795Z digest=sha256:1878156efe5a64b3d86d2e7e2094f61a0b2e1b8d830012cddf3a9ffdf6294245

Observation d0bbf660-d6d4-45c9-84d7-553c33bad34f · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.441615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:18.580251Z digest=sha256:95e4e9f032a6b281efa38753e15de05dd18de5e26350664e0b11aa45ac114187

Observation 81bc76cd-cecf-45ab-90a8-c759a32fa980 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.431119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:18.695502Z digest=sha256:f01577134c027ba525828d28b7d4b5e4013168c4e341450dffdee246fc4f52e7

Observation 3d485452-d187-40be-94aa-e83834c9773b · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.420149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:18.804640Z digest=sha256:3f7bb970a31d03046e1b595574a0c75f76e9dd1a8e1305b989c7e59dda348feb

Observation cff160ea-d1c5-4933-8ea9-4714b4382bfc · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.409789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:18.882026Z digest=sha256:6b9ea93794a5c64884046ac43f6b02a5ab42071c2654b2519b442628bb1462fe

Observation c92610c9-5158-4ae9-b6ad-025808ca2d4d · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.398646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:18.995757Z digest=sha256:e2bfd4b9285e722088b4864c54293eecda1e4015d44bc5fa04a9bb5f15b0d209

Observation 3fa6c23b-89b8-418b-8d03-1bab983bb49a · outbound

This paper cites DiffusionFace: Towards a Comprehensive Dataset for Diffusion-Based Face Forgery Analysis.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection DiffusionFace: Towards a Comprehensive Dataset for Diffusion-Based Face Forgery Analysis

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:19.076767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:19.076767Z digest=sha256:54923d7f9f0b5f79f9cc3d29bc1ef4052a10560f4f4ffabfeaae21ffc9c5bb86

Observation 133ea213-b332-48a4-a095-304a7e2018a7 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.387536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:19.157074Z digest=sha256:b3856cd8d3c53b3721bbe0fa0ff235a11aff90eba32ebc35a05a393807877152

Observation 48725304-2815-4452-a21c-3e0cdc5cd799 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:19.254354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:19.254354Z digest=sha256:c8f0ce01e23a99534a6928a30deea30e28ed796ea1c0108310b2081c5a1c0448

Observation 9a471550-4659-445c-bbb8-73623943a18c · outbound

This paper cites The DeepFake Detection Challenge (DFDC) Dataset.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection The DeepFake Detection Challenge (DFDC) Dataset

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:19.365246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:19.365246Z digest=sha256:ad314fc6ad3a8c25bfbcd37ff5e2ab9ea69777d0f04f9f046bc23ad43e31bb7a

Observation ede7e92e-520d-4c61-9765-45743984f6ba · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.376657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:19.481878Z digest=sha256:0ac12a52a97459811a02fd4ccfe3208bb26d3299fd838e0eb4e149c7a8fbbda3

Observation d95b57aa-fe6b-4690-b30d-bcab8a2fa588 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:19.567348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:19.567348Z digest=sha256:ab92cb2b07ec3bcc07dd4678fc431310e68f134125e2529fc437ef3b894239f5

Observation dd5a0553-67b9-428f-b146-7fd0787e43e7 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.358623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:19.620947Z digest=sha256:97449cb8ba45f46bbabc2e427d9d2fb25424019395ace41b055a9bb2782f8e84

Observation 97156565-aeda-4a28-968b-38bb2acc4c6b · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.348610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:19.663416Z digest=sha256:587ae4ab979bfdbfecc88805d6d519a1c794a3bd69d61c07898d3e327698e456

Observation 75c6ee04-3918-45b2-b033-564a6a75dd44 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:19.746280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:19.746280Z digest=sha256:9bb5e97a8e577e06d1c75ef951cac97336c1f1f2793098dca4ea136246c07a43

Observation e33cebf6-cc12-4abb-960d-9a9949a757c7 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:19.856412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:19.856412Z digest=sha256:28590af1cc9f356efbe432c0f3141d7293cbfb57d592454a3cf96f641331bb9e

Observation c47713cb-aae4-4e45-a7d0-264c7cb9c9c7 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:19.971424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:19.971424Z digest=sha256:8607b61b87bceb188a42aefb44a668bcc2d91c48b168670414e0dafc449e60db

Observation e64160f5-7f66-4360-8b18-d528801e9956 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.330199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:19.991596Z digest=sha256:bf99991eadc817e880f09cb95c2b4f0699df21aae3bc21ba8d2f9d758786d8ae

Observation 4751f224-f39f-454b-b51f-42ab05570402 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.319392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:20.109708Z digest=sha256:ec1ce6fd6d35579a7a309b49854ce0c9f014262dcceada96578116ce65ce6d3a

Observation c0a8a61a-4315-4cd3-a316-d30983d1a815 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.308215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:20.278495Z digest=sha256:b0f2cdb6b40ba24ae5914e0c6cbc7ee37808f6607774e5affde29f06e882c748

Observation 03fc740d-aec6-4118-adb1-bb6e98fb8ea6 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.297666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:20.484034Z digest=sha256:62668d2aece3e9accc51c72ab33ce67f1321416439d683de785a01729850b089

Observation 1fede40f-0a95-4c1e-b245-b93d5a4f18b8 · outbound

This paper cites Exposing DeepFake Videos By Detecting Face Warping Artifacts.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Exposing DeepFake Videos By Detecting Face Warping Artifacts

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:20.619906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:20.619906Z digest=sha256:133cc71341f68282e4ac7dcb36854b4a8ed7584cb853dd8a2741fd169c910360

Observation 02c58763-be46-4be4-8cc0-635fa8be34b9 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:20.680570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:20.680570Z digest=sha256:82dd94fc529cc7bb3f61ca84e374571ca9f64d776b79168eec0378eb46aded2d

Observation 1166ef35-742e-4f1f-934b-341fe97184a5 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.285508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:20.818337Z digest=sha256:a258c19759fab354f4f60ab2bc8a6cbc66b5e85fa518a982d581787ce8508e3c

Observation 6bbf190e-1068-4e63-876b-f19f3bbde463 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:20.913211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:20.913211Z digest=sha256:4810aff656d66e9a51f225bf8b3b625b21f61160af38fa26734922c4bf3dd33d

Observation bde0d4c5-6cec-4365-83f4-34f006a634d5 · outbound

This paper cites Standing on the Shoulders of Giants: Reprogramming Visual-Language Model for General Deepfake Detection.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Standing on the Shoulders of Giants: Reprogramming Visual-Language Model for General Deepfake Detection

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.052721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.052721Z digest=sha256:a754b183b89d3281c0838d05d03aa7b0df4936a742cb947ad8ca80dd046e11a7

Observation cfc634d9-8592-4d93-b60a-ea953437cf4a · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.264591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.143822Z digest=sha256:2d5896ff2e3ef1376ad99ceb0a7d9990691c037de9681d333dba3c4c23eca1b3

Observation 82be5c45-d220-4efb-ada6-bd42ff295fe8 · outbound

This paper cites Kot Life.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Kot Life

Reference 31

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T13:16:21.872258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.273640Z digest=sha256:699933150186dcae2df86df5ad93b12bf22e961919f7b51a4e47e9e12ad88520

Observation eb0e3431-bd26-44fe-aed5-dac5e3ef70e3 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.252611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.400733Z digest=sha256:693576816751b4acb0fef14eb4f14a87175cd4900c2c5e8e6847ac2fc5bffee9

Observation 79b044ca-7974-4636-bd83-5d16e2213278 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.241808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.435899Z digest=sha256:90f3f7b7baaf99af06db9c8853aede282c41ceea25e8733dff592ffea88e3874

Observation 36e3ba92-cb48-4075-a442-8226ad78451b · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.231910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.468089Z digest=sha256:bbfdbc5f54bc53b2ec455259a65813b9b7dff98ec558943b176f06d44d498eb2

Observation 7bd49a5e-556f-4b1a-8b1f-c59fdbe33b68 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.221484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.471717Z digest=sha256:891e0595b6c1b6facebcbd6e0a9bdb26f0d0c20859dc2434184235cd9bb81552

Observation 2a2aad5f-9a67-41d2-8d45-8eb944af90c2 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.210722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.475852Z digest=sha256:3c493090becdc4c9682f4d76234e7903d3ea9eeb92db38b5d3b59ef6c875a80e

Observation 4a8ac287-07ec-451a-9a2f-6d0081bf47e0 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.479205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.479205Z digest=sha256:5e9c20c5e9e7f60b07bf54d7ab7061f1acb3f7b11a42e8cd852c0eea020c9afc

Observation 548405fd-212c-4780-85b4-7a458b870cf8 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.482263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.482263Z digest=sha256:a07319c6a6e9afe9a8adeddccc9e427b284b6437fb3a9f83adcb5bbef9efc006

Observation e48d5a47-eada-4eaa-981e-d068cfdc8baf · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.485640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.485640Z digest=sha256:0f4237227f713fe056a2d9c69a03a46525c947b70ad9063b60ccf20f421f38a4

Observation 9f4d36f5-6971-432c-9cd9-710f88059952 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.178253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.488661Z digest=sha256:a10a9cecd393e79d393b692da95ee7b46fda81c691de94e4eb2088a080a814d1

Observation d4f7ea30-55f2-4436-963b-f8fd1094fb1e · outbound

This paper cites Towards General Visual-Linguistic Face Forgery Detection.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Towards General Visual-Linguistic Face Forgery Detection

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.492218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.492218Z digest=sha256:25ebbd8e9a7852d8de93fe2de0874ac49641c392b3a33c1ecf7deebfb3b133be

Observation ccc28385-8b48-4395-9b43-fd84c2e9ea0a · outbound

This paper cites C2P-CLIP: Injecting Category Common Prompt in CLIP to Enhance Generalization in Deepfake Detection.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection C2P-CLIP: Injecting Category Common Prompt in CLIP to Enhance Generalization in Deepfake Detection

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.495886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.495886Z digest=sha256:fcdf154376a31c515385b243a999715d4406cb72a7e52fd1f0f3b82e0020d983

Observation 72a73f92-8d4c-449a-80e4-e694219d628b · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.499812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.499812Z digest=sha256:4d8cddbf7b47e7d501780bf8ead3e03431bae466cbfc658b6705ce8bb0feda77

Observation 8e842e11-5bb5-41dc-92e5-e9dbc055571e · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.160349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.503326Z digest=sha256:86023d65fca0cf93a9c7b57943a9bd16b8070523e3778ac080b4bc2c48a696d9

Observation 4f1a1865-2242-487c-a760-f1bd2095e1e1 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.149394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.506645Z digest=sha256:aa6b22e3e28309ad18e63c1558917f7a8d761e632f5317395f914c52a06e2dd6

Observation 707b3d45-14ca-4c52-89c5-6010a5b6d58b · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.510151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.510151Z digest=sha256:bf23f7442e64b2a3e9f2f287962eef6598f6e0127084d3a4316ad1cb67f3e151

Observation 85ac1f70-7035-4734-9173-3aa4c39d0274 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.131516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.513647Z digest=sha256:f819113d2e900c8d06ebee851d1c38ceadad383dc3f31189e37f1e594c69cbbf

Observation 49bb4f6c-bee2-4e35-b2f4-d5be8ca5803a · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.516933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.516933Z digest=sha256:0af7625c7ef426a80fba34f72026561bc4eb1eaf485acf42cf5a9d1ea5cca6ff

Observation 794072e7-5163-42ac-80a0-d5958d3e2851 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.120395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.520581Z digest=sha256:434dc9016404ed8db9e6a4f8bbdb43718b3beea54d2b0c1f43a553aa3b70bfe0

Observation 04c367d3-5262-4f19-865c-79bffd1cccd8 · outbound

This paper cites DF40: Toward Next-Generation Deepfake Detection.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection DF40: Toward Next-Generation Deepfake Detection

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.523972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.523972Z digest=sha256:1e6eee60da178e3e9f155f137d6407305254792ceb8c8e820ba15af58823bbd2

Observation 4edab943-0d75-41b2-956f-e8242b44e6a3 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.109417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.528159Z digest=sha256:b585a057b8a32237498d15db738184810e2c5353ee8a7f8428516a9244917071

Observation ed4ef4fc-f3f4-4e20-905d-0d4e2935def0 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.098121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.531848Z digest=sha256:9056d61ad303bcf864cb8b98b1da6c4ae23ac31adedf93316ff16d55e4899172

Observation 6ec47337-0153-4a3c-8128-a540d4378358 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 53

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T13:16:21.693369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.535188Z digest=sha256:62171a25a6fc704e6cf27c2d3b97d2116ef6075bd7a83f5df1f64ff8e0f24632

Observation 1489469a-7467-4bf8-b60f-fcec5a261678 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.538396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.538396Z digest=sha256:ca8e167410d0b283eb51c9dbad240025707215eeb0f54fa194050bd33a87284f

Observation 3afe248b-63f2-4aa6-93d2-9a16b5d48d36 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.080098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.541764Z digest=sha256:10d21eef64ae5d560b3b7bba728f8f1a5fdbe3fc638dfd98b095497c90128a44

Observation b549e678-51c1-47a1-b6d6-e26b01ea65da · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.068482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.545109Z digest=sha256:478fab30869737ca0138fc5ebfc93752d4bcdd6fbc6373f78964aa36637c18de

Observation 4e6fa577-1335-4f38-b38b-16ba6e44df28 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.548552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.548552Z digest=sha256:e6be74a699c83bc4d62f1fff992b62c38ddfc17907fe0fa240094d290044d8cf

Observation 91a46515-08cc-45bf-9c89-4e04ca42ca41 · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-06T13:16:21.551706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:16:21.551706Z digest=sha256:93202eb45e0edd15025e3cba866cfa19851b668c22857d014dbabfa9e32ea8b2

Observation ee504524-48f8-46c6-a05f-11cae92e36da · outbound

This paper cites an unresolved cited work.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:16:22.042675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.554616Z digest=sha256:cf511c6dda0f2a0ea42e83c15f9188d31fd6bc4b0e09348b005c9a215ab95b4d

Observation 207e52f2-336c-49c6-ae4b-cad13cae8446 · outbound

This paper cites Emergence of Spe- cialized Detectors.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection Emergence of Spe- cialized Detectors

Reference 60

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T13:16:22.032317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.557774Z digest=sha256:69c0f09f23232497caf27b0eb76aa490f3830baea5e9e562e1c716602a95bf7a

Observation fe4697b5-0fdb-4926-bd56-77bfc09b4ff2 · outbound

This paper cites c r o s s _ m o d a l _ f u s i o n _ m o d u l e ( self.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection c r o s s _ m o d a l _ f u s i o n _ m o d u l e ( self

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:16:22.020647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.561810Z digest=sha256:9fad5368c8b572620b8e0f3e946022ad02a38379fbb4b2143141473db7ffd0ce

Observation 8b3aa540-38f1-4785-a115-0618a7273bff · outbound

This paper cites image_features.

HAMLET-FFD: Hierarchical Adaptive Multi-modal Learning Embeddings Transformation for Face Forgery Detection image_features

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:16:22.008548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:16:21.565350Z digest=sha256:f6d65157c01dac7416c58a71a21c6f2028318b1bb68dc07c2b12dac59332af4a

Pith citing papers

No inbound Pith citation observations are available.