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Paper Citation Record · LEDGER

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

As of 15 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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:18.205579Z digest=sha256:96fd26afc0c3c4c38a244f724a2946c7896ce8d56bab0bc4f8309e10bb3ebccc

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:18.306352Z digest=sha256:2e1d1b5c6dacd13435527bd92b41de9f95b637e6abc2dd52adc099f0e7997469

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:18.383395Z digest=sha256:5b9144644101064ea5209a45c3712a6f6d2482c2002ed8289bf6a4a4b72d28db

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:18.459795Z digest=sha256:ae009a806dc799edf015714c0c55e234a7b88c5af947ed5d2bfa87b0dc1690af

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:18.580251Z digest=sha256:e0ac650b9a0cf5bb2be0d953f47a22d5b8898a73492fc4a70d99fb6ea3527af0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:18.695502Z digest=sha256:5563d5353cc81368ee60b7424fd9c4c60ebc06422a057e6e23378abb395f0786

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:18.804640Z digest=sha256:5a4a9f97bd99233791be3212bf81b786ec4c5fb630f5b0f5563b1963678a6561

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:18.882026Z digest=sha256:587013a5c2f8acf098a4b9c90592fb33336b8344d571bb77b45549f161624387

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:18.995757Z digest=sha256:b7245121e3fd910a90f221ef5830d44e84372059fe6e3cbfb528714c76e708ca

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=sha256:9942658f6e7ea49006211916038c54000bb656afff0ad138bfb78e68470cb567

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:19.157074Z digest=sha256:8926fcc24686c0ec308377a50804468a1e99b674b4c616b63f928041df6d3be8

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=sha256:1291ae6d8df177fb22c56b688b683bc32b63d8d50006df04e6c84fb4e39452ad

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:f03ccf12640e0a3dc647ee2e41ee4d64d88ed39bbd484089a2e180bde45baa3a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:19.481878Z digest=sha256:78397e7c0faa3fdfdd89358c1c1b50afada1e5b4e0472f1cb90a57054448297f

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:cffeb68c812686f25b4e078a21214f77b69fa162461bd0c0d3a861cf846cb5f6

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:19.620947Z digest=sha256:4aa787bffdfc519a783e2cefc1c2418ec9abb2007b1565e572053a24552251d4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:19.663416Z digest=sha256:268c3494d6830ce14f4d2af6300e8698ace1ba827ad657ef0bf03ce4c6635986

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

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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:a62412004b924ee472f3ad86cf7ef4e14764039678c2913eae27ad032118b153

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:b0902f950e7912f18fb266686d5b369b0a02bf739fdcb931c91cfca10102eb59

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

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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=sha256:1e46cbc479c9b68930ac7c862e23bb30dba029b5d0c14ac21796c39cbebe2b7a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:19.991596Z digest=sha256:d9a79bba0789802ab2a9b974e1bb9aca3a5868c82107ae25c58edb787248caab

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:20.109708Z digest=sha256:3ab4bfb38afa5104b12e6295b012804aab642207e17ad44fc2bba7ddb036d9e7

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:20.278495Z digest=sha256:e6fa5d7aee4e5670f40eae594057eb24974667a1af403b34c64a06a62bae5d5e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:20.484034Z digest=sha256:fda2be0c03e4507d5f6b2b4823597dd4fa15c22119e8e5ddb759bb1810bd88bd

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:e4a930411e39e0cc4cd83e6b4e888a06be12ee0a8d144f7fd6e17f0732fae445

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:bb6ef0f5847ec427e2cb269ea10a76faddf18ed0a46b2b98ca7a497a07a493da

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:20.818337Z digest=sha256:6ee51b1518038c11f2dc1bde5e83e332812b5068d9efffb024399b853d6b2e6e

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=sha256:8e712837bb16da9798f4ff518dea45d9caa8710770eff401f18812774fb479a3

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=sha256:6ea1f82e792b5b7984d15adc5a2ce71503a52fc05fec19d2b73330f5005e195a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.143822Z digest=sha256:0c68ebf132d725cac21316b705bcffc4072562816e3b7069d84f7ba8108d5771

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.273640Z digest=sha256:d78c87ad89b06d8bb26ac5abd576131d0f1135837c42b9b15b05e96d5e8bf710

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.400733Z digest=sha256:ce4dd877d9724bb78c50c871b40822c33d3343b19c46d25302cce83231970077

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.435899Z digest=sha256:1b1cfb07c10296d421a01a42f97e336d0e4a421df3b08b1d1ffe7e56421da16a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.468089Z digest=sha256:c08569dae0639ac0c14bffdfc001f3fc3f5388b3c4a93301315c06a064cc2240

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.471717Z digest=sha256:91883ec2b0ca8d2c86ad3d560d40ea708e5fb74545592c24461cfd9ce22072b1

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.475852Z digest=sha256:4fc4e26c983df7b92c87f63a29111abe661e4775174cb5ccd90efd465409845b

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

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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=sha256:6693c4dc308f4c312cf39675df04cc9b1b34f87eac16c75e9e52df372c8876b6

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

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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=sha256:8dd5f7ad995cfbcf864f7a5db59fe4a4a4f518e3b54ea449566d17a609008424

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:c69356a0adb7a13804b72a9d639fad2bb77914d734bd8a0fbfde719c998d9d70

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.488661Z digest=sha256:98bd9fb67a2070657dc1ac1fb1c2b7e2fef47bad9fe7980cf46889e74851a454

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=sha256:56a766cea51fcc71125507a93cd18467b9b9b9e8ce2953c09d4ee8550cba626e

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=sha256:4766738e565a413f6087585d1d1faf5ec47d63e5c036bcafd2c8bfe447ba10bf

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=sha256:0aac391cc650ecdfcdde4ce35f6c2138a89caa3098590140f4f8df22303ca141

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.503326Z digest=sha256:6cbd682fec6f48ed0182816524dd0b2f2dd0ee5f4692be2a70aed99e81ece99e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.506645Z digest=sha256:4cd43752e942c9565f4bd8439bd9313494b4edea7e7aecd399dfb98d836b38a2

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=sha256:02d279a36c8e8bb820659c2378e9177c43a7de2499dc43accde75f763cfd3efe

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.513647Z digest=sha256:8cac085f6d37a08676d60907a25a15cfe5fa88d8a27b2cf1d258ea90b0239c62

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=sha256:94acb6ccf2988f1331c16a7af0370287c205980ff6a889cc175a57ac55fd660f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.520581Z digest=sha256:a34d0e14a6829dcc069f9edee260e044806ef10d7cd50b23b87dc34da87778ca

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=sha256:01919f271c1ea5e28da7f895ab43ac2f335e36c2398906502e1e4038300df271

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.528159Z digest=sha256:d9642223a9528aa0c2aafca1c44a4678599a7a415f6c667acf14d485d0348d10

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.531848Z digest=sha256:aafb75c86489868262696baa635631c24f538c849d582e3ff5fb817139eaf8d4

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.535188Z digest=sha256:a9d65a35445fd6adf3eec0a4b5dfa2ce92df466690d261635242dab842000ad3

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:ba8c4efced547af9f69d36c1f56bf59eb10f4f58cc6a1bf5a9465f0cae62c9f0

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.541764Z digest=sha256:458d6f499d93669131ab23a0f3165c34f222bbacf73d68a67451b7873f46ca18

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.545109Z digest=sha256:10ced4a89aea6532baa7dc8da70c1144116c2528169d0b26a257384ff6168ad4

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=sha256:8835c32f8535f5fe6e076dffcd877f9dc8dab26013fe6d1d8a85cf745b63f998

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=sha256:93d704a8313d83b09b56fd76537b3b71f7fecef2e6575ff9b5a82e4b3a0a9e97

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.554616Z digest=sha256:41b095d357bdc5148c1f0b89d04f5c252d0ad1979f27c431fc88184a1a6c7df3

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.557774Z digest=sha256:e5901c3094a97789bddbbd9f5062eb84d717b5f64d673928aef8e855c5c7488e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.561810Z digest=sha256:f437e4238dad0819356453057a0ae3757322a21c98cdce71b6cdab4aba036939

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T13:16:21.565350Z digest=sha256:9c82801c1ceba05974a185fc74bc90362e7c78c02a7e9166417787fccafea93b

Pith citing papers

No inbound Pith citation observations are available.