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Paper Citation Record · LEDGER

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

As of 17 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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:18.205579Z digest=sha256:4b33e60b7abea7036af5743520ebce1b3cce9ef98dc6957be5eddd6ac2ed01d7

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:18.306352Z digest=sha256:d67787a80c49a1da757359d7e156f7998328d6c5ca242345a06515c1948c451a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:18.383395Z digest=sha256:cc38ea7dba96bf492c199283a614d2ac3d92b7d4ece3b203424795e1ce09036f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:18.459795Z digest=sha256:479b2eb76a47c5b382ecdeb8d30f6f8dc2fb8017d42292dbffd9086b3ad2ec6a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:18.580251Z digest=sha256:b36b2a25c92f585f696916f0c8ddd989ca38b112d12659a54769606937ca65b8

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:18.695502Z digest=sha256:fc51b633b15101676193d66bc9aafd4768db925e53db961cf30519c8ff6b1a4c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:18.804640Z digest=sha256:879d5a3ceee06a6dc88cb9c88d2611b53c018a5c02cb94c6ae8ef14249029e0e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:18.882026Z digest=sha256:59c26a423eef5d33554a7f382835e129467afa619294d70ad6f889f167e49358

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:18.995757Z digest=sha256:0c7b32f71a34788c7f882ef0cf2ef31b8a12ca90060a245fc9bf78df3d54c267

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=sha256:3bc08d6ebd823f7145f199a01556c2b7e099fac0dfe982ca53834674929c71cd

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:19.157074Z digest=sha256:1fb81b9a12ec21a3c126720c79d862d3f618b134e33f9d3f7413e0b2a662a32d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:19.481878Z digest=sha256:1f48d2cb82cb9b038159b339c7bbf275c1712aced4fba08917ff683fd1cbc31c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:19.620947Z digest=sha256:ba260302e5bdf0d867a6c0ad739798f04b9d3b5dd9c7a35b94f938cbca2ea1a9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:19.663416Z digest=sha256:d7a5ea34fd41fe362f9d9ef75c381fc070c056d71829f5962c93f403612370f4

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

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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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:19.991596Z digest=sha256:c484968df16f72712c09c78a23c5ab6597efdb23ee7c40b3cc95bb1dd17d4bb3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:20.109708Z digest=sha256:9de158793ea321a664fd835fd8ea5427c6b36b3f5f932c05c3d1aa6d0aebe939

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:20.278495Z digest=sha256:ffe593c037a0a9b391f6215bea87b3d3a9972ecfa9cc1c6b14e1fd2040c6c823

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:20.484034Z digest=sha256:98d1681fe49bbf9e984de0a3d69c2938977fc7f9af107ad502377bf84c7d93e8

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:20.818337Z digest=sha256:ec2cf8d4a651087197c137be195acd6971458a35f51c0ee7bc6c8122bb9b8bf7

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=sha256:22f71127d9cc19e683e6fc8edab0858e0096e8422e7588cf967aa9d58ffb51a0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.143822Z digest=sha256:8bd25d3434ca33e1671f922407a5b5c546b661bf4bb5d50202be8beadc75bc9e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.273640Z digest=sha256:2a0ef28b897e0ad7657c63bbb1d3458f260092fc6aa7e699413a35da00609e2f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.400733Z digest=sha256:1738ebffc647e263f8b0f71c1b79e549fb3477f5316a7bc5b42d896af4a88317

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.435899Z digest=sha256:9e986a1c0e516a3a8b25a6d37cf51609d8cd7d341ff380c440aa4821c02f8b83

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.468089Z digest=sha256:b7e49f55daed1bee8e0b49c71fa95727496271570c2dfb2c61fa70069065431b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.471717Z digest=sha256:04d4cda46089a164fe18eebba561b1ce443ec6fb5ebbf5113d4ef1acca0212ef

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.475852Z digest=sha256:77c519946f5c12c18c89c1758c2fb346cf7635f45033033fe9290b0e63347be3

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=sha256:6693c4dc308f4c312cf39675df04cc9b1b34f87eac16c75e9e52df372c8876b6

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.488661Z digest=sha256:2485cce454e5fc91940eee87891d9116a17153dcabb6c08bb4cb56444e46cc59

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=sha256:7e636139fd254b31d8d3720d9a048c104f617a6065e7ebf1c88cdaca5f9471d7

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=sha256:91942d7e0f9bd60d4ebf8249535caed5868671e690f9fab3cd80a1081c126b5d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.503326Z digest=sha256:6964386b0c3081310f3f863560cfb2f5975a4d3fbf0de5ad4a99280cfa63496b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.506645Z digest=sha256:075a3b15b921e99c6d2a20930657328105dea2dc4f5840a5c30bdee6bf1979eb

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.513647Z digest=sha256:e3929836a22bde23ddaf630e60a63377a7debb3e2999d423e2ad3456533d057d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.520581Z digest=sha256:20e157b4d4f2a3551056995c5f7461c9bfe29b7bc22a4fef53564d32537b2961

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=sha256:9eb3b64e2e89b5acb19e313dc7f138882e6606f8ac942fb9cd551f5322afc445

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.528159Z digest=sha256:bc49add9d3f9d68f0d0d1408839adab722a399fd80a4f990c8fb1980e2e937f7

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.531848Z digest=sha256:c5a6060fad4b0de1ba95cfd70810e9b346978f124e5f93859ca906a0f127dac9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.535188Z digest=sha256:6008676b98c2e89d97f5e61b5514bc7d354117458e2182f6a164c0a39f66e4db

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.541764Z digest=sha256:589575c8596e7214119c87bf33c6d3338acbf79db66117d364f0494d3308103c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.545109Z digest=sha256:865b2371626e8b2c9195b651c92d6adba30e07536d63c10723eb62700e1b755c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.554616Z digest=sha256:b2b7d0c7e5a588f475ac020bd1c3f7831b917f411166dfad106011d25fb6d284

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.557774Z digest=sha256:fa81c3ba09203ae31f70fe2f731623bfae68d0acaa1682e314a8feb7f81cfff5

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.561810Z digest=sha256:497ee63e72b92e785c18e9944a80a5a735468c414478673e0d37a69e021e4710

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T13:16:21.565350Z digest=sha256:bca7f5a1efdcfdeb56c2e82981633d51a2ad4842a9a9cacd9319e7068cd025f9

Pith citing papers

No inbound Pith citation observations are available.