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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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:18.205579Z digest=sha256:8ee1888b648795799a990e86d12a14155161aa9d8e504006b5ad3bf4dde27599

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:18.306352Z digest=sha256:54605ace41aa991d0661912f43906059f0dddbe5d27734e68c9b3e2bf1d1841b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:18.383395Z digest=sha256:73068a9538b869bd6b38f728cd7886ca5a26b1466622993bdc89e67448695a5a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:18.459795Z digest=sha256:bc9ac4bf31cc9041f11b792cb664725225fca08986bf4ab33d2c34fac6567b07

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:18.580251Z digest=sha256:f1e1452a6c4622261710e5e8d6e9b2ec8679a295a4ee328e3bd0c56a51bc40ba

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:18.695502Z digest=sha256:9ce883f528fa88c3e955f09c8044d2ea3fe46b2cc632f0487889c1c112488ade

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:18.804640Z digest=sha256:31a07b1fd336dce1235590357c23c040db88874407c5972519f1cb6c573a24f0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:18.882026Z digest=sha256:1d828a6077602f23ee94b2bc272dd1665d877283ab9fe200b4e65805d8aabe77

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:18.995757Z digest=sha256:faa7b0fc8394765a9c16afa53af0724936aa1268ca2c6dcfc03b06e39e0d9a03

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:ea5e31fed8a0c40e3e5f70ba7ccb8c2ec0c343b0811aa0336cd191cf8d3b5fff

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:19.157074Z digest=sha256:6184f1ed6f44cce1685e4ce2efb86c467d3b8402788a68acbdcb4e25a7a5409e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:19.481878Z digest=sha256:2331e5ab564fd14fbcb221d391dd93e65049059fad71b8a0ead948a4edf0987f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:19.620947Z digest=sha256:ea0744a3c564d22f6b07a7b1d1a2bc4576bea726b7610107a01d83c1bf322b69

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:19.663416Z digest=sha256:6b9a731ec22dccf9470c5ede439636fc7c01993ae494ac8f33d27135d22e59d6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:19.991596Z digest=sha256:85fefff512fb7ba879d4396603d07b3a7378374bd77cbf2dccb939a46bb78ebd

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:20.109708Z digest=sha256:e7605a29e644ce01dd6bad226ef928c35e578da16f56d74eb3a5951630138e73

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:20.278495Z digest=sha256:5d6e420e9d4b2b84cf988971bab0f0e788838fe53818a5f7d76987eda6fe858c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:20.484034Z digest=sha256:d58a0fd6cec282b37f29d5d46a41c6b2b67ccc87ec4f817f82ece1f206748f3c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:20.818337Z digest=sha256:20a4b3b6edebba3a808d014d422665a1e69110ff5b167895ee79c934b4851692

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.143822Z digest=sha256:e2bcc14d5358d6d3a705b064ada31a958c3a74b29e502e4a7eeaf8db4dfe8682

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.273640Z digest=sha256:c2d20f5cefcc82cb2bbc492386139a741cfa0faaf7cd79ea398d643da4979330

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.400733Z digest=sha256:fa2d1f129865e324dabe0929f1aae2830f3dc33cd8ff9a707f105ff860c45795

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.435899Z digest=sha256:020e3f082b323e86e5588dd449432b0f26e0caeb54c500ab43ce1a73c95b6f64

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.468089Z digest=sha256:638d9f0df3d796a916462654d7b6ac2e5b7bbb384eb3f7b31950c3a10be78926

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.471717Z digest=sha256:fabaa1424d2aaf24adccd8387f1294eeb2f67916a36479c3d310f8255cd29139

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.475852Z digest=sha256:33e230cd7a045e8df96d0d3e8427fdb1148d8e9621123a8765731dc9b97c60c8

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

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=sha256:8dd5f7ad995cfbcf864f7a5db59fe4a4a4f518e3b54ea449566d17a609008424

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.488661Z digest=sha256:d54b9e26e4f09adc068cc4d78a435573dec3c58125d130d484293ea92d4980ed

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.503326Z digest=sha256:8b66a5deb5cd3f349b5d5369283506cbd90bd31ffaaf9622dcaef2d55ba32ac7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.506645Z digest=sha256:b1ebd00f28e2152e26c8deec1aae804d84ea07d4ce6450d78bb37b85a17f293a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.513647Z digest=sha256:913f2a5dd475f83ad442a19235e7c31d4714d4608db8729c2359aa1d357043be

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.520581Z digest=sha256:abbab72e47447187710a70a437637d75ce071abc9e8cd4ffec33ce6cea7796ff

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.528159Z digest=sha256:9a6994b90f73241280676c9f1f933d1adb3a808e974a3d5aee060ac5410105ed

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.531848Z digest=sha256:e4c6019ae95a66d2bf3e908dcb12cb07a247edbde23d8be2974f14399ef92dd9

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.535188Z digest=sha256:1a609d0562a74e1a686bdd2a4e39510bb6c3d14f2146bbb6e8de2e53bcb029af

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.541764Z digest=sha256:2a3beca3eeb0c66f29c7b790a5e07520e97da5ecdeff7f9ce77f3e7929bc74ba

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.545109Z digest=sha256:709070b86dbbe7d7ce84ceef20c17bed883e769e0368c11405769d4b0add76c4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.554616Z digest=sha256:fab7bebc49cd4392f90b640b9dc491f77f81c311646a6288fa21df88d1dd8927

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.557774Z digest=sha256:c98defb5fe6eb768f6220ff9de2a013cd30044bd4336c79eac775e6bc9143807

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.561810Z digest=sha256:049aac529937eff5279b1d190af22bcc50cf70bd46f846de7a0a4aab6ffc35d4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T13:16:21.565350Z digest=sha256:eb4977c3a38d7c07922344cc7fde92525adccfaa94bb49586325f66dbf652589

Pith citing papers

No inbound Pith citation observations are available.