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Paper Citation Record · LEDGER

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users

As of 7 August 2026, this Paper Citation Record lists 98 of 98 outbound references and 0 inbound Pith citation observations for arXiv:2508.07596.

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

pith.paper-citation-record.v1
2508.07596 v1

Coverage vector

measured 98 of 98 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:03:46.412636Z

measured 98 of 98 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

98 of 98 outbound references displayed

  • verified exact5
  • verified fuzzy2
  • unresolved81
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch9

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c7b772d4-acca-4663-83d9-7ba66bdefd43 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:41.950666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:41.950666Z digest=sha256:fe2117c2b8e3b7c879d201812182c14801ee7700b5e8ed2acc5d363902730b3f

Observation 702847ed-b6fb-44c5-b2f1-9920eb0a67f9 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 2

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unresolved
no resolver link, observed 2026-08-05T22:03:42.061855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:42.061855Z digest=sha256:852d52c49f6ad9c7263d1453f303358ece42ba087a418537a16f71d41aac1a68

Observation 247b6796-7a23-417b-8578-944b6633fd32 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:42.205986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:42.205986Z digest=sha256:2d34716bfd1ea28f50cf06190218588778efb46071131780fd33236fe4f146d2

Observation cd4e341b-f5b1-478a-ab72-200aab7a79da · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:42.362719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:42.362719Z digest=sha256:3448dee77e6c4b58eb973d50302968b87228761b2f9d239c67d4130a01499730

Observation 9c07bdf4-6236-4c82-a65d-3a4d4b630acc · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 5

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T22:03:48.456388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:42.600200Z digest=sha256:859e35cf60e7f390ae8516708bcf6871bd201047e68aca052f063447a87a1b1a

Observation 4e37a8e6-7230-463c-b2dc-dd84b44b06db · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:42.771549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:42.771549Z digest=sha256:9d93ce71b239f96d6add7e857bf27f2b965ab6165dae2ada0e86d7f52306ac31

Observation 4dd0587a-ce3f-4e28-83a2-5271e92d72ff · outbound

This paper cites PaliGemma: A versatile 3B VLM for transfer.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users PaliGemma: A versatile 3B VLM for transfer

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:42.967316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:42.967316Z digest=sha256:f13787fd4f73612cc171ca25d06402478d066acee1408ec87613d1194e1dff76

Observation 39b79bfd-0685-48f6-bf06-6a04f656ff2d · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:43.135554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:43.135554Z digest=sha256:ccfb85f196025b1a3a7786e53d74feb98e08508814a81fb47c18a29835bbf7bb

Observation 80e4d0eb-7ee0-4b5f-8681-8c0291b9078d · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 9

Resolution
verified exact
doi, observed 2026-08-05T22:03:46.465934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:43.335204Z digest=sha256:4d5737e0994a04f351f1f1c1909c3c02e71ef827c32f8db3969d3f5ea4fc612c

Observation 5cc75ac1-c477-491f-887b-ef256cfc7fec · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:43.413509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:43.413509Z digest=sha256:958b593363f7d89335eade1018e2e89858a0400707f7f8545b3861817082e96c

Observation 9a116902-f93b-4680-89b4-a8dc119d8938 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 11

Resolution
verified exact
doi, observed 2026-08-05T22:03:46.450705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:43.494589Z digest=sha256:77d6af14648c2222ea742c39db805b3502fa98af537f411548276f0eaab73714

Observation e10f960a-6b1c-4c4c-b115-8f23ed4838c6 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:43.628216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:43.628216Z digest=sha256:5f4e936080d7abe72933b3f00242b00ce3ff85ee2645363cc2af0721d6532eba

Observation 218cb367-60ef-4088-8fbb-f0b39a63ff95 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:43.741497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:43.741497Z digest=sha256:aa192d86bdbed84b68324cc0e5a9b0a1f3895e7751199802246b6b4e3c51a99f

Observation 3b14feec-e70a-40c6-9de7-ae52d36d825a · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:43.835814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:43.835814Z digest=sha256:55ece04b8ae3d2597cb69136838b9b00633c1092cb8c0663c9df4e5f5a360ce6

Observation 9c96ad3f-fc78-4bec-80fd-fad269d5d481 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:43.950782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:43.950782Z digest=sha256:756222827b2a0a5109f922ba03123c68886711b8a701cc841d2b7c699325b4ef

Observation c0a0f18b-961a-4fac-b103-9fed8a97ebf1 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 16

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unresolved
no resolver link, observed 2026-08-05T22:03:44.042812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:44.042812Z digest=sha256:6230869e52e081947f1d469782a7cb9dcc7faa226a3091bcea3be26b69c95cdc

Observation 24acf567-d7f7-4735-ab0c-94ac25430173 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 17

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unresolved
no resolver link, observed 2026-08-05T22:03:44.094752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:44.094752Z digest=sha256:6b054634eb8fa8feb2ffbe26d935dbe07bea3f909f4430763c613e542977ff77

Observation 685664be-8aa9-41d6-8f2c-60fab4664130 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:44.169498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:44.169498Z digest=sha256:07a457a6b6c51b031a7e8a245e6e55880842d371c5f818563add31c12595b091

Observation 2fc0a750-c87b-482d-9fa9-7cd877ed7acc · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 19

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unresolved
no resolver link, observed 2026-08-05T22:03:44.352299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:44.352299Z digest=sha256:8804726e8d0baf3d07df94c447f8da14886148315b884357d95c8a0761ab1caa

Observation 54526384-954c-4f11-93d0-a7624d812a8d · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 20

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unresolved
no resolver link, observed 2026-08-05T22:03:44.461254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:44.461254Z digest=sha256:d7034478369472c8cad6824d04acacae4f9bd28383ab789463a5d025e80e9627

Observation d7bc2503-edbd-480c-99e9-2e6d0ac15e7f · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:49.119453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:44.676192Z digest=sha256:3a6ca903dbd3e9581e6f41b9ece6bd0428a431d5d01534fabff4ee1d7ef78cb7

Observation 94691a3c-fb97-4b92-8997-7cd33dffe131 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:49.105520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:44.785386Z digest=sha256:288f68b9ced3a9c67c40762a6c48dfbd247d6ccdc2bc7a41fd591c718d02d2b0

Observation 5f76de0d-8874-4921-8fdc-795c2a557290 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 23

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unresolved
no resolver link, observed 2026-08-05T22:03:44.894728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:44.894728Z digest=sha256:5ac84a0ebf1d51b44eac39d1a0ae60ddf53a4367831ac3a6322ca4441490fa00

Observation f1d2d041-27e4-4762-9069-2577588700a8 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 24

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unresolved
raw_fallback, observed 2026-08-05T22:03:49.081620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:45.037378Z digest=sha256:6270f7415e0fabf66f3296f879065740f1e9e2a91c2f8da17aee9d146bbc1f9d

Observation c82d1ca7-45ed-4163-b55b-ffd0ab140b54 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:49.067377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:45.155878Z digest=sha256:ae4d1b080ff2d3b03209cff11d9f593b569a430b37991c33487524437aad6960

Observation f44e78b0-5010-4b5a-9af9-bbfad31a98ea · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 26

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unresolved
no resolver link, observed 2026-08-05T22:03:45.366632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:45.366632Z digest=sha256:c64bd8fd20133cd69bfe85ec14b47e5db495b9dc59d55782000c8b6af6d7f0ec

Observation c7efafdd-d932-4084-b2e5-3e600d63aaf9 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:49.043543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:45.388936Z digest=sha256:be063ee29dd8828d77e09cc5c63e98c8ecda914dfcf9b35bf376c1c40bee4e15

Observation 5abb4c34-7729-491d-93d1-2681ffdd18d7 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:49.029294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:45.465440Z digest=sha256:7f2b625364f138f1fd7e88e762ce927b5faf5c58a815f390ef9362af7c76b51a

Observation d393b1c5-077f-4e01-9d2b-0030a0369b90 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 29

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T22:03:48.164215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:45.575247Z digest=sha256:3fa5487c71e601a45bb5e14fd5516ec1563fe973dc68defc972bd47124483d4d

Observation 90658836-c0af-473c-80d4-c245d35829d3 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:49.013218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:45.722109Z digest=sha256:d8003487dea600332a6bdaad10559fbefa69c410f69ff5daef30483189cc0548

Observation 99c543dd-75ef-4792-9bd9-097edc2d710f · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.998571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:45.889958Z digest=sha256:6114b46864d3713816db2419e946d2ebf1c22b58469af5a117540a521cbfa94c

Observation e1773850-1cd0-4273-8264-9964979cfd29 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.984158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.055998Z digest=sha256:b50ae141f122453336d6cf7982113e868ee090cdb531905b02c48047aca2c401

Observation 658653db-fb7c-4875-9d2f-754747f9cbce · outbound

This paper cites SoK: Systematization and Benchmarking of Deepfake Detectors in a Unified Framework.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users SoK: Systematization and Benchmarking of Deepfake Detectors in a Unified Framework

Reference 34

Resolution
metadata mismatch
local_arxiv, observed 2026-08-05T22:03:47.624741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.156221Z digest=sha256:cbf7e6445c5fa5fbd3b1d21f51ccbe387e6577cac041884827af40420397cfea

Observation 5d7f323e-4448-480e-9bf8-898eaa0a0b5f · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.970082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.161223Z digest=sha256:d5ccea5893869f7895e584bcfc363069a7d016c62b15750ad5315ca59517aa72

Observation e51ace97-6224-4048-add9-44832c87fabd · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.955779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.165384Z digest=sha256:557509bf5084819c08cb251a38ebdf3ce46f9c57daeaad4ec9f77b59ef87b2f8

Observation 331704e2-a560-4165-8c65-b8bcf2007202 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:46.169357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.169357Z digest=sha256:d8d5c48afa4a991754c0a18d9f4c647eb21049e2ceb72f7b0273af6efb9cd92f

Observation a45e6b56-a705-47ef-99fd-e9005741150d · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.932640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.173461Z digest=sha256:ed6f0184942f958856e47f810d40d7eddf48333656752c0e63254006b0482610

Observation c19818ac-00db-4aa2-88e1-360572378b45 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.919253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.177381Z digest=sha256:40e3e04281715fe295fbc3d631e72fd7c2d32259263ec8e7145c652c9a65453c

Observation a59c2fd3-57c0-471e-8e1c-3b8d131621fc · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.905457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.181657Z digest=sha256:9df5f35806878b9a7d146631be3af0ffca6f31c4a8269aced46e6aa37ab2038e

Observation c6b63282-5e2b-40a7-9c2a-94264bbf1921 · outbound

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

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Exposing DeepFake Videos By Detecting Face Warping Artifacts

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:46.185834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.185834Z digest=sha256:3342886a610f19fc264039581f8eaa014df597cc0cdacfabc80eb58d441e24dc

Observation ce2a2d55-a4c4-45e2-96d1-172d87e2ac7b · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.891492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.190160Z digest=sha256:f8734bb4c636271624e0beb5c0a82a4786a9b14d12390f5c65d39b3a6c967885

Observation 82568f15-6b9f-47ee-8672-158acbe6badb · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:46.194182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.194182Z digest=sha256:130115601ec3a841766016a0b150e9ec6cd4d5ea025d6c1741b7589fb950c2e5

Observation 53a7a7a6-78cc-4ef2-b1bf-ac05828348d1 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.868185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.198239Z digest=sha256:c9f10097aefd55f5762e905e31cc7bfdd33e80d53c32496e3f9f4b206309d29a

Observation 2dd4ae52-6a37-4b1f-bae4-c0b258e050a8 · outbound

This paper cites ForgeryGPT: A Multimodal LLM for Interpretable Image Forgery Detection and Localization.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users ForgeryGPT: A Multimodal LLM for Interpretable Image Forgery Detection and Localization

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:46.202388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.202388Z digest=sha256:53deeed871f988f49fd9bcb8c5528a2baa96fdcb7c85bacde83395ff929ad076

Observation 767fee9f-983b-4b25-bb50-88778d78f132 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:46.206880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.206880Z digest=sha256:0f1cf9153f487ff7f5db8b4d8f844e0e145aa7d4c5528b816ec18f2551b3fdd5

Observation 864658de-6d2a-4f36-951e-c0d1144d13ca · outbound

This paper cites A Unified Approach to Interpreting Model Predictions.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users A Unified Approach to Interpreting Model Predictions

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:46.210682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.210682Z digest=sha256:3c8cf717ab16a0c51c2f5b3337249d79ea00b1576fc96782c5103fca5beaf486

Observation f1e7f3c7-5f04-48a8-94c9-0c5ffd41188b · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:46.215057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.215057Z digest=sha256:dbe16a172d20baa0cd61f114ed8eca546b21fe97480a2a1ea59ec9cff2be6cc1

Observation 09fcb09d-bc0a-4d71-9099-e355a0d47fc6 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 49

Resolution
malformed identifier
raw_fallback, observed 2026-08-05T22:03:47.480376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.218896Z digest=sha256:1cc42ff46044ef3355f633c08a0fccce9653f7877d9dc0330f2428b7593d624e

Observation ce38a624-0e16-4e35-bc7f-4423e1a332a6 · outbound

This paper cites Abdullahi, and Ahmad Neyaz Khan.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Abdullahi, and Ahmad Neyaz Khan

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:46.223052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.223052Z digest=sha256:542fbfe4101f3ae2efb45697e136bf465a76e4f86444fe8e88ab8f9fa0b50eee

Observation bc4760d4-5b5b-4fd5-8d2d-6558bc037363 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.835877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.231698Z digest=sha256:f9846868a752f572b8f5d141f115a3b2188918d212b568bc1f594ac2b8cc1487

Observation 9b2bbb26-3446-47f6-aeb6-47b59792be16 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.821463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.235700Z digest=sha256:de002b7796c34f45a4c6b3d0fadeb049b02cb6a7c935e081887a52528076c971

Observation af4120eb-e826-4dca-8f2c-e06932be4f89 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 53

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T22:03:47.309893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.239985Z digest=sha256:9e83cdd9ad91a05c3aa01520ad7d45abd16c69d349aa28d1c20a71dd17bf4208

Observation c403325b-15d8-4b2b-a54d-efadc9aecbb3 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.805877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.244174Z digest=sha256:e0c5324e3292702062c072ca6836444b846e2e95e894e304fafb1ee752e99cf1

Observation d8767043-b6e3-4457-a6ef-bb95eb550d5f · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.792106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.248679Z digest=sha256:134716b4ce1cfcd1c1703d6fce7ced958cf27b0458a810cd85527297fbd8beff

Observation ac3aac15-b4db-4834-9be8-4750fc25e60e · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 56

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T22:03:47.212427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.252763Z digest=sha256:5f5b6db5ad4811b56d0b56fcc76f2e06abafe55c45822039a6f69f2c853252c8

Observation 5821956b-fdb7-462c-963d-e61814b87e08 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.778389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.256831Z digest=sha256:a9a6f3ee61845cb8c616d09c29a677b3e47c2786581568d64e0818231c41e3ec

Observation c3639d60-6ac0-4850-bdb0-efdb622a0bf8 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.764459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.261073Z digest=sha256:f7e4d9208819154ccc62c8107beec42144a79a806f464f5ca4e14ce26ae451fd

Observation 4bcb45cb-04c7-4227-b129-64704277251c · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.750184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.269770Z digest=sha256:c46024c26be7fb07ab08ff8867d3bcd91c4e46f6e415cb550e4aaea23afff71d

Observation 6ee5bf0b-252b-4202-b263-074e27f418de · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:46.273605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.273605Z digest=sha256:6b7043fe944682285944e564869827bd242db7bece76d210be87e1961864122b

Observation a1e9426c-1ee2-4089-9c38-70b84382dc96 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.717254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.281989Z digest=sha256:9d648c2b5ac756be068f047b20fe118a46af07c667b4f6a19d45880fd541beaa

Observation 769c13af-ae14-4916-a45a-cf440f6d27a7 · outbound

This paper cites Why Should I Trust You?.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Why Should I Trust You?

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:46.285971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.285971Z digest=sha256:7ba060291a57a02a208d33fcd6cfbf57f3355613da192977ad8f52d5ce2cdd5d

Observation a36eb551-2f6b-47c5-93ad-f7557af91a7f · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.704000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.289819Z digest=sha256:0fe81d6b42a495724225861d0fcf903730ec384aa801e9ee3226055c5eb1f435

Observation ad6aee0d-26b3-44f0-988f-c74c1736ca98 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.690854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.293691Z digest=sha256:12260aa636e9f77afe203f721409dfa93d84413021342417f8c33a8448b998da

Observation 81891e29-1ee0-48b3-8cbb-b3e9ac1f6f4d · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.677341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.297894Z digest=sha256:3a9b9150d0c8eef76e13138bf782a4ca737955843664f68ddbc68aee9460ac41

Observation c360dc5b-a7ec-4757-b418-0961e4eb7bcd · outbound

This paper cites Eicher-Miller, Toby Jia-Jun Li, Meng Jiang, and Ronald A.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Eicher-Miller, Toby Jia-Jun Li, Meng Jiang, and Ronald A

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-05T22:03:46.301866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.301866Z digest=sha256:f492ea2cd0905dba6a6844e0c62feb71d1f8007187b7b95a128c0d395fad8d9b

Observation d6b9c420-8991-4e21-8648-36a018819177 · outbound

This paper cites Woo, and Shahroz Tariq.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Woo, and Shahroz Tariq

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T22:03:48.663562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.305655Z digest=sha256:9c5e38c1d8fd21080d35be27a6eafbbeb90be20b14daa743245453192ef023e7

Observation f99af91a-b0d5-4af7-b3c2-f45aaa7ac861 · outbound

This paper cites Woo, and Shahroz Tariq.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Woo, and Shahroz Tariq

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T22:03:48.650839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.309671Z digest=sha256:d0a3cae515b9c8497402ced3b3c78442644d5596c8f74fcc319530c76517c600

Observation 9b38a83f-5a14-4180-9d3c-8803e00aaee6 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 69

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T22:03:48.056635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.313549Z digest=sha256:a3cfd66be7ac0877a273047c82e2be67c7c97c54212204ebaddf0bf2b9fb0409

Observation 00696590-fe01-4f30-9dcc-fa7e5deb0753 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.637954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.317401Z digest=sha256:b66c3ca12e3e692766052b829bbc13728360ed6d51dcf05d434420e6079caf4e

Observation 77cb6aa3-7fcd-44c8-9c83-e51a216bd75e · outbound

This paper cites Am I a Real or Fake Celebrity? Measuring Commercial Face Recognition Web APIs under Deepfake Impersonation Attack.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Am I a Real or Fake Celebrity? Measuring Commercial Face Recognition Web APIs under Deepfake Impersonation Attack

Reference 71

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:03:46.941274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.321406Z digest=sha256:b8da8d25af94d2f582f0704d94a7a08fdc80f921ac0c986a8c394285eeeac9b7

Observation ad4927da-e6f8-4f37-b35c-daa2d9794d13 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.624743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.325647Z digest=sha256:4f10b3ee173c26521caf224d53d5502b5b40af96a1ae934f3ff2aeaff3888bff

Observation 116a9645-8c54-4396-97ed-376fb15d8126 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.612420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.329356Z digest=sha256:171d8f3db9825d446cc8228c924c331006f2f78d7e458ad88f00dba6c7821dd5

Observation 88f986f1-24d3-403a-8a97-fb6c27de4d1b · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:03:48.598825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.333201Z digest=sha256:89c258dc7311951974fa166e0c7507e8e35b6f4051dc29488597017c31430033

Observation 67c3c9fd-8045-4953-a1eb-6d3b963c9c45 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 75

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raw_fallback, observed 2026-08-05T22:03:48.585330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.337953Z digest=sha256:18d87d7eea23d3dbbbb07285af07ea7d32cbbbd30d231f5f5edd4c860d17dc3a

Observation ac95d8a9-80c7-4bf0-89ce-a91205d3cb71 · outbound

This paper cites A Convolutional LSTM based Residual Network for Deepfake Video Detection.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users A Convolutional LSTM based Residual Network for Deepfake Video Detection

Reference 76

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verified exact
local_arxiv, observed 2026-08-05T22:03:46.919247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.341741Z digest=sha256:b4044cacb8ace6c49e00b5e8fcc29b3ba88c58e147c1e0198ce40f3847d47454

Observation 749ea955-b750-4e6a-8442-357fc33e1914 · outbound

This paper cites LLMs Are Not Yet Ready for Deepfake Image Detection.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users LLMs Are Not Yet Ready for Deepfake Image Detection

Reference 77

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no resolver link, observed 2026-08-05T22:03:46.345751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.345751Z digest=sha256:baa1395743cf613ae6772bf2f248091713f4e3d7958e39c6458c57250bc6b7e9

Observation aea859a3-8a08-46d2-a134-b6952f96dd1c · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 78

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unresolved
raw_fallback, observed 2026-08-05T22:03:48.571101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.350143Z digest=sha256:e018e0d5d4820a92bf4d1cec58b3ffbc80a0b8dce483556b1e394bbf1ef514b0

Observation 140356f9-4757-4faa-81de-70b59391d0c9 · outbound

This paper cites Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Bridging Expertise Gaps: The Role of LLMs in Human-AI Collaboration for Cybersecurity

Reference 79

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verified exact
local_arxiv, observed 2026-08-05T22:03:46.880907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.354285Z digest=sha256:c57071441ea901dea7a7da45a43efd4c5f3ad37ee4237f4456f35bbf5e502f8b

Observation 67bed8b1-c833-4d05-b1e9-dd749340d6bc · outbound

This paper cites Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies

Reference 80

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no resolver link, observed 2026-08-05T22:03:46.358411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.358411Z digest=sha256:7ffe6c980be51bd8b791856213ea04a07af98d5f4741e5eaad9640ca86a95d71

Observation 91037de4-5a87-4e2f-a70b-e583478213c1 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users LLaMA: Open and Efficient Foundation Language Models

Reference 81

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unresolved
no resolver link, observed 2026-08-05T22:03:46.362398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.362398Z digest=sha256:fb8b13ff15e3f99df558cac781311b4dad07d9e4069be147e1271d22b90326e2

Observation 76a95978-efc6-4b4a-9601-9f55ad26fefa · outbound

This paper cites GIT: A Generative Image-to-text Transformer for Vision and Language.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users GIT: A Generative Image-to-text Transformer for Vision and Language

Reference 82

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unresolved
no resolver link, observed 2026-08-05T22:03:46.366556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.366556Z digest=sha256:bc73f02713130a2043939e5ee6064a0b4a3d27a788b9ccf9ef6d3448b7d58a36

Observation 01da95a4-294c-436d-bd60-cee67bcf4e1b · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 83

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unresolved
raw_fallback, observed 2026-08-05T22:03:48.556207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.370890Z digest=sha256:151e8cbdc89e0b0983973dd23a4601cc92cf4cb1f3cb4fe6adea582de9fe1af8

Observation d3f88613-784b-4bb6-a865-d5325dc461fe · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 84

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unresolved
raw_fallback, observed 2026-08-05T22:03:48.540927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.374786Z digest=sha256:60f0f27c0339c91c2a3db3d5bf806ef95f658c2d2fc7dcb22af886a8d9679e05

Observation 5b887e06-2fe1-411d-92e0-3dbdde9bc073 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 85

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unresolved
raw_fallback, observed 2026-08-05T22:03:48.526688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.378832Z digest=sha256:5b3fd096b19ca32d949063c47ab675f12f2ab9de8ec358b8c86b9dc6d3b651e8

Observation 7de8707c-dd02-49ea-b47c-f3ded608d0e1 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 86

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unresolved
raw_fallback, observed 2026-08-05T22:03:48.512731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.387060Z digest=sha256:0616810c835f27ba112ce705e0b574ec3a92eb74c8beef6f59400e844a4cec13

Observation 0894467f-905f-4ffd-8f3b-f229427cf349 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 87

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unresolved
raw_fallback, observed 2026-08-05T22:03:48.498523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.390967Z digest=sha256:d4c805fcaeb6602612a702dc38756b00f1d7c80ab487085db8162733db124570

Observation 5fc50140-64a3-40fc-95ab-5ed408fe80a4 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 88

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T22:03:46.705326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.394881Z digest=sha256:c211b41b5054973154c397ae34d236221d1630af0013dddc2757afade4259338

Observation 30f4a709-a172-41e6-a8d3-b1078a7953bc · outbound

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

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users DF40: Toward Next-Generation Deepfake Detection

Reference 89

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no resolver link, observed 2026-08-05T22:03:46.398747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.398747Z digest=sha256:05797680cbb2637e1617d260ec61d7bb25d23405c3b2f2292000dd7373c96b3e

Observation b212886a-ee6a-48d0-b731-00fb894b2b6d · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 90

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unresolved
raw_fallback, observed 2026-08-05T22:03:48.483282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.403262Z digest=sha256:f09316175e2fc6bb51f7f01c9879ec97c02397ff14b4208fc3beafae3c718e87

Observation 0988ea3f-e954-411a-8814-6c356f05b855 · outbound

This paper cites an unresolved cited work.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users Unresolved cited work

Reference 91

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no resolver link, observed 2026-08-05T22:03:46.407973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.407973Z digest=sha256:ec24449dc1e6f98cfad57d2918f561d2da22ca21f9ae2e57fe2ff40e21a15535

Observation 84c2a985-539c-4fb4-b880-52b59307c0ee · outbound

This paper cites IEEE Access 11 (2023), 117865–117906.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users IEEE Access 11 (2023), 117865–117906

Reference 92

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metadata mismatch
raw_fallback, observed 2026-08-05T22:03:46.811135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.383202Z digest=sha256:b2843f5ea8ff6b9c78a4e11f7fe5c85a8dc3a942d203d136370a0820171d5359

Observation e971ad47-72cd-4781-b7b8-3950a00d9d4d · outbound

This paper cites High-Confidence Computing 4, 2 (2024), 100211.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users High-Confidence Computing 4, 2 (2024), 100211

Reference 99

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no resolver link, observed 2026-08-05T22:03:46.412636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.412636Z digest=sha256:a2c16d2d328aa9798a4b0a5a198b2cb458ee7f6372521355e0e6b6ad0455de92

Observation f6789a7c-a955-4cf0-907d-d32ad7722f8a · outbound

This paper cites 053–058 pages.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users 053–058 pages

Reference 2020

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no resolver link, observed 2026-08-05T22:03:45.271327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:45.271327Z digest=sha256:ab8c608b902ed90560135fd5129a258ff4815680185a4fb78ec8dc2d33460634

Observation dce22bd5-ac1e-4b3e-8323-977b437a6581 · outbound

This paper cites In International conference on machine learning.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users In International conference on machine learning

Reference 2021

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unresolved
no resolver link, observed 2026-08-05T22:03:46.277864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.277864Z digest=sha256:1fff5924f0cd2ec1de4a576f944609dec8019ba322a062c3ede9ed1a94b87e9d

Observation b9091d0f-9755-4017-931b-84f7d36310ee · outbound

This paper cites IEEE Access 10 (2022), 18757–18775.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users IEEE Access 10 (2022), 18757–18775

Reference 2022

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T22:03:47.400674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-05T22:03:46.227880Z digest=sha256:67dc1c47a446d7f933751bac72007b63d18c51eaaa20e8b2b1028714658a4444

Observation d89bc4ec-5fec-471d-9d2b-337e6611de20 · outbound

This paper cites In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 2023

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unresolved
no resolver link, observed 2026-08-05T22:03:44.601088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:44.601088Z digest=sha256:c5c5065f583a8d8fad9e738ce0b4609ce34db6340e677c3e3041a62d5943367c

Observation 995baa32-d258-404a-9dc1-97a760328f1a · outbound

This paper cites XAI-Based Detection of Adversarial Attacks on Deepfake Detectors.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users XAI-Based Detection of Adversarial Attacks on Deepfake Detectors

Reference 2024

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unresolved
no resolver link, observed 2026-08-05T22:03:46.265394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.265394Z digest=sha256:5e55a4a8af1b60f06c7cc42e3dea8cb42d60503a98d97189c2daea1619a3e13d

Observation b41dc976-ae1f-4d5f-adab-ce65793227b4 · outbound

This paper cites In Companion Proceedings of the ACM on Web Conference 2025.

From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users In Companion Proceedings of the ACM on Web Conference 2025

Reference 2025

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unresolved
no resolver link, observed 2026-08-05T22:03:44.241840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:44.241840Z digest=sha256:c8102f0a9c7bbcc62b8c3d357ee36f5a35b708c3a21ea8810cb23481acd74d18

Pith citing papers

No inbound Pith citation observations are available.