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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:c604166d41129d70a86536e490b857e47d1e351ef8dd45a796578faef37b95ae

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:c1ff6a558329a45942825cbf36d67dfd2a3be8b3d1fe7d1e50ff11ac2674885a

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=sha256:9e4816ff7220f8fd46009db9d9089e5efb5f3d02496a85c53728d99088125cd2

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

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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=sha256:2341633b3a63a33c3fd69cb2342e6dfe5e77ad757a553b7af0077fd84e42f31f

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:efd489adc7c1357abf1b05fb5b6d34abe8e23e984e250bd704f100e4f897630c

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=sha256:014dda7f5f5af2e3a576ad77c852e6126c615c9f6902009aaaee0476634d6ff3

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:dc931d0b1519005eaae4b7cee841ffc426770b61bc27891b578013177f6405c0

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=sha256:69d2bc06b55c6046471a2340ad4d417cf603ab166e9e3faf9777f248744b5e25

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:d1b1b674ba202a2c954b249c1fb68272ced6ecae24623c938d747e2965cbb352

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=sha256:1141080ec9d33c1bc09e001e64a07e569cecf574fb1ce3035b4a53f30f1f6e15

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=sha256:117d10dd5feb852509e80ec9622e22cecbeb4ffa8cc83a8731b7389c7f5e2135

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:b88c4589fce45904b19d8f17dda04f51ac4389b8f5ed8d949e236dfb125e25cf

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=sha256:4d72484d88a0e90e605e322a7ece8853154e69c34d050750775df967ae7b4650

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=sha256:0163656197590bd9f5b48be0598038c8f32018cf3e141289163b6bcca124873a

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=sha256:0c388e366b2ba73304de57dcc4cfde1f7d403def190430826e35e1a4922f5761

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=sha256:2ab0a092616a9f283a591e26d1df45aab60aeaf598e268137885b492297ff183

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:d5025f35d98d9a8d39e7a4822e0af7caf44a9b2e49d650832dc6999e958bb654

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

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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:b01b664bc3bfc035df766073868736a9be2284595ada446754f67256472bcc19

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=sha256:981a2f171610fa08f97df7871bb21312f3c5283cc1bac7b0af9e62039d6c2ffc

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:b6e2dac3c9779d9e99cedc19ee03f205902a92fee07013c083a9c217a31fb143

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=sha256:1b07946bf32247a2aa9f6235426f2a860a537858eb833d2085e868ce53cc0fc7

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

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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=sha256:00e0a462019e1c24ca009bd4e116e58428d6b4d8b523d096dcde6698000ebc4a

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=sha256:0e8622295bf785e12c2dcee3458cb9582ee1dc72abcb9536934632e689876715

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:b00c0bd8e0a1ff8d4983b494b3d12e7303b45367faad63504423c735f6a807fa

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=sha256:8e5bd4d3932f9b0208473df66b03c904b20b4e734acf4f7e59e2acae6491b6f1

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=sha256:0c0bd8777014790efa318a911b2114c512fb693d14f7ae4c579e07e32d287468

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:a592dbb6a5a4b951d8952cc7e8f7da8b4685565372697c01283e4052348f35d9

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:ff37c8c0bebc5eca96ca3893cd48d28c163583c8cd45d6d0e79528d10cb9603e

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.

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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=sha256:6909f502e99d4e9fc301d025e19aa4a27badb640eddc60e9ffd44dfb607b4f43

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:c3d120231a806234aaacd67052b5cfe7214fa3219b7fe3e2d3a8d99002ee5824

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:d14c53d0d08d0b8826a98c160b1e55ec801094d7d50bc78faa767810f8d54b04

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=sha256:141d39e2a87d872816990d180f7beb1f4813bbdf2f2fccaa29906ae632041d96

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=sha256:5dc08728e6993d80152d18b14583f8e6f68c0456a5cced3135b21846a49f60be

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:ebd73e2acbb896ae73b89751d690b7e93db5af74280f2f79c237322b780771bd

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=sha256:11f1d887d25188eb529b1560794e90fc08f9f6df221d78766d99ea7805fb819f

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:b86a3ea3a91f0d70dfafd730a1582e891d49237178cbd7e761cf5a3eb728a696

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=sha256:0bd38da0d73ead248d296d485117578bc0b2d0d2170866879cdabf45f0a2185f

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:f971dc6a0c8bc7121920118d4ee217229105b028ab3b0c14ac242372d48ba3b2

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:da1b8046b08b625f8953a652bfd115685bb4f862664270cf54768e91460c5bb7

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=sha256:60a2357aeeeece2c9735a61fa111401e3f550faf6bc31818e1284ba978ff5c71

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=sha256:2eca02b2e53ff21e6ea268d7ae72adf923fda60ed595bf04fad7d0c8ce7837a2

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=sha256:6da804cf74467cb410bce517a430612574b5bb26d9163b31bf55d263b3f8a866

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:e4f5a2a34314f9fda43973f26561f0878796cd40e485d86414912c13c292f784

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:e2ad5f8a92f4aa7eb2eccad82cc3da0c30cd9616ce38a4df7f8c3ee1727bc896

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=sha256:90db67ec87184793f1ae971218230262f85e05a95a9569a6861d0e49a3a4f8d2

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=sha256:870e64467d364cf02c795ff5037a1bb9d6cdb0d7860aba4817be5032c5ca9eaa

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=sha256:915fd7769b8d8acc5766d11e98c7f8b9650ed130c7f9faf8fa91df94911093ed

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=sha256:4f7a0461810dceb271f12a5a5c3cfefb1d58b6949eb4d559237f966d2bf5cec9

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:a1d3d5a18f1f5f380e5db9169e3ce4bd21ea96ed536a5ecdf9d3e2b5f8dc9e53

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:f9c95ff6a9f20a62151b352029ed7caf0db2979aee7ccd63f1997d6336e46101

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=sha256:0284a0dbfe9f04b7d1876b9a7df0aa4f7bf6d45ae05617ed57ea0f327d349730

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:d93334f19316930a4b3154dd7c53f890aaf70c487574bf439f37ed6bc64f7898

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=sha256:12035bb0b415416d8ccf9ac0e9474c36066b2272cf910fc2383fcd1c8b6d4cbd

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=sha256:0830173b7d4917b6f661f598b1f9b076c4e93d67c6de7747ade281839c8e979a

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=sha256:64f4475544ef99f7bc64c697658720d7a386b599c43dfce4256a815999099500

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:fa8c2dac1ebb760b26e89b5bbf1152df1898bd91c32e6464e0f8031ad4a7e766

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=sha256:07cf549eeb1959f65936b21c5b952def7697aa5ebc320b04b1c22e1df935aeda

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=sha256:1b6af22b6c4fe68b292b9df81b09a80cb4301583122c201bc3f5edcb309e51ea

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:bb8cd0c375da70248f1f0c8fc3b4c5aaef1ec63cea93157a0f0e81235eded599

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:cc564c62101002fdd55eb5ff7bd930519b25396fadd6363cc8a762c2e1f93454

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:c073a20684974c11d3fcfa3fcdb9ce7b2c300d19217fdf5864e620618bd33c2e

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=sha256:7af5c9e6b6978fab0b6a0dc9b40e5b26cc4561c17aa05d1f445911174607c344

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:e99fbe98420c9f68ba420ab4b24792f07abcbbf8562a4f42a0c6547eac357ca4

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:eafa68ba6bd4aa30872f0830e6549cbd6c5e10ed1d6a7913403569f01c1eddbd

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:b01ab681f72ee5cda6196254c5c28e83c8f2e3d997ed3ce708773dc38d15e56d

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:f38cc6c22ea6e1ca56ae5ff854a59ca6790d20cc32982c3cb32d99c19297c9d8

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:c414b2800abf8e77d92947ac8a15885518e62ad09e96c3026b05dfa315e2ba7e

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:d1acac15f1c950bbcd16e522eef065d7e18e48c3a671d842e0c0759127ed182b

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:afaebe15d1e47b53bbf849055c6c57dcb1bd717f961a7fe347112069ce51566b

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=sha256:24e96306fde0f55ef3525f7ef49110f66d40278330c507bcd0d5c3402dbf4245

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:c06efe3d331f6395953b2d175dc588819174f74336b42cedfa4d6fa907e599e8

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=sha256:67b551d9f51250a69b09771bfb6d180231ea2226a8c457c1de6e5e4af0c70e87

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=sha256:0a180397f27b3b83959d8e8ca844b43fb647f6eb1349ca49564a2d9f709b56e9

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=sha256:3e4ebcf606da30d16d112877da1956aaebe0522711d510c69afc0b58326e192c

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.345751Z digest=sha256:7a4f6e7acb87f8db4d29320990ad9705f97f0bbab4396e97bc9a83b142d76cfb

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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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=sha256:2120064ddf4dde66c966ffb0815059a5f42ca98ed2f9b16bf56f8e3ffd36bf86

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=sha256:267b2e831f5dd8cfce04d4ae91c10f14d01e40bd089db9522836856afe1e3e07

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.358411Z digest=sha256:fafe1981e8ebf871500a570a44abb6927ae03d1a4bc2828d8425c2e321347132

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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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=sha256:91e6d4557e6e0739b4fba2fe71229079433b241718d9e7fd40838925b3c79f77

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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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=sha256:872f1ff5dcffd34a2e244142be98072bf04b29bc950d8531dd818581080a378c

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=sha256:842e41512cdbc068f842f5bf05b797bd8241ee97db2ef52bd315017250649df5

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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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=sha256:12d6b8bdb51a71b18cdce238ca3edf6347ef22dfc22b249c446df1e58865da90

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=sha256:6ee6d941f8e57638f252fa9daf9b8764f40293e63c51341635ff1a1df689f134

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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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:f8485a9dddef65ab241a0f3750bef3f61951c5a0c760533a1d1301db2e5b4fcc

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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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:afd4fd3d40425b349818608b1a2d9b5a19ceded617e0ad962d1e9266d7402643

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

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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=sha256:2eafdcdfe4a652acd3fa791d54f8cfc6e11bf6041c44c23f75b36ad8a9576c94

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.398747Z digest=sha256:2fa339a55be64913b1d63d28269fa2a611ddadd8f2714c268a5bbe06f65b1884

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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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:cfcdf05059fb24fcbf42dae3a0ef0e2c82d3d2ceb4a24004d19aefa7ecc52b92

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:a46a71b58013a56ee4ae5a79876afa45c216613f45d87f127a9a741b834a8df4

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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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=sha256:9ef7a6df379466784cdf0190d339ec775e8d7aa1d05e91e768c30655cbd76247

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:03:46.412636Z digest=sha256:88137600a951d4198e513955ea5b569afde33dcddd6417cdd357b4998c88142b

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=sha256:47ad1384b272ecfc4a305a298ed58e3099f12a41aded17a1dc90f398c6438689

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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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:a43a30df3c670ef5810a34a56cbf28e9844483e0573d889d655c81580578c564

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

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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=sha256:175b165c8066d9d11be518992e080c0a6a21d8e206135166f20656f8daa8a89c

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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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=sha256:0b0c08ca764514007a3f8928b0e8f527903fdd84f572488300f083e5fa72df14

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=sha256:9a15e22c6ca45b0575a59a0e87f55c9d9b41a02c623d6f4cb8cbb2fc91eace5e

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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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=sha256:52777d0005de5dc40f9589600013c3687c285f9fc3dd8bebded5e2714f100a51

Pith citing papers

No inbound Pith citation observations are available.