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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 12 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 2026-08-12T06:34:41.77262+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:c42a344cd2dfa499f4ad49f644c74cafd7557fecee8ae2209628c4c9e1b68b70

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:ca07179d410a79a9d2d01bb9ef545914c821a0e2c55fb9b4f255bdab4debc84f

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:ca5a43e640634616634dca74fcb850740e53132c6bb86d816f897467885a9c4e

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=sha256:3f684988558e524a670442eaa419ce6cdecf70d9e79d8f376e232c3d3f2efea9

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:42.600200Z digest=sha256:0025f598f0926efbb276125755ce98502345aa44b751a77897100841f9e04157

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:c9210524decaa00d02ad5cdf62eda11b4460bf5f1bf531a1b6eb92814e79fca9

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=sha256:59dc5023c36d5f0a525481602d4638cbeb1ea89a96c040fbfa3218bacf2ad79f

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:d778cd1972c9596793991ef50187c33827102f3703b23f2e8352518a10a6493e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:43.335204Z digest=sha256:102d0d99031b145e046bb78f59c03be67e56ae7a34f065c50dffb16a812bd689

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=sha256:875d6969c7610bfd89270bb5457884a3699661f5c90607c8f9d9a03c998a94f5

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:43.494589Z digest=sha256:52db22aca27e550b2a2305ee2820acf1c7e42d9f9113c4cd7cb2ec763cdbe40e

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=sha256:4de4b1ed7213fc949209772ade6a8aa59751383c0348d1ac0583f69342e5d09c

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=sha256:10afe63cdedc9bfbe6af1ef0fdcf9ed546222d1f86301c023b4a85cb43c2a9f3

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=sha256:1c3e73b183f2ca9c3b0d5186e939c58b0095d2aeddb0de0bf0f63d647afd8923

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=sha256:9a0ae52e9b3087b783ff9342e9fb6e0b893617444d5a7b7a4e16f7c3ee2b814c

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

Resolution
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=sha256:12576261300605c0dd31338d31f69aad7f6393786ff3db320fcc326789cdab10

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

Resolution
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=sha256:0bdd402e6d186c6cabb303f9b45580ae965b3fd6f07ceeaff9e5c8a2243d06cd

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:ad90e947c884a257f8a7eeaada5992959efa4868a184d5e46188cc443c7c96da

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:eae4cf658660575ffda875ce5ccb74dc048af4d359ea3c880d170d587eb90857

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:de2496a0853a72084e100e01e7f9232379ee607853eee2c115592ecafe7170c9

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:44.676192Z digest=sha256:16cddb65489952117fc90ffef1dfdf85fb10d18281e89288a002d20a0d554bf4

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:44.785386Z digest=sha256:3805c1031b593c8dd4084f6bb8687669f646e08213317969b124421101467d19

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:ed2eedb65e5a8e29b4cd41879a687958c790e6c876e3457d9cf169279b785900

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

Resolution
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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:45.037378Z digest=sha256:dbbc4a8c463baaa415324dcb104c46d950d74a24112ccc995b7f8a293dddac2b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:45.155878Z digest=sha256:c1b7c52c69ab2caddea100cf320e6f87ad0031ed6b48d9516103b0de4acf7d9a

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

Resolution
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:dca1921c98d22ce21f9ec1e698735eac4988ba1d6ac2bdc6e3dbcfa48cbe8f26

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:45.388936Z digest=sha256:0c46f7a98cf59838427c0aa412998aa045628f80e302d72db2851e08163e90bc

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:45.465440Z digest=sha256:386d4b0d5360edfb03fbea5b3328f222f920c1d495a026f28b74d01c2ff5c4d0

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:45.575247Z digest=sha256:760989c42e36cfbfa1483b4c2ead99d3b8a5f3e4de48bec7e74210d117c35771

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:45.722109Z digest=sha256:7eee8036b7713d3d6968dc729ee2d30047d897fc8c8544680f89932cd43f30d6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:45.889958Z digest=sha256:802e3fcde31485a80d2d422c75f23990a07626a943b7f7f6da4bc33e2bd5959f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.055998Z digest=sha256:2d20949fef03369c38c39e28aac533859cd70ab0df30a0440df22f45f74cc9a1

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.156221Z digest=sha256:8655168fb43c0f59fb47167a8239b3ac1b3ed19df3f690da30e30b608e85a734

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.161223Z digest=sha256:9b76a018259e196aa8d95066c3314775e4553d795687ed52fffe7024d58ca82c

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.165384Z digest=sha256:a7efb4e6455d828c5ac6b7623b24de86aaeb6755fc8e807d3843033876977d16

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=sha256:812b55945790135ed98340302e41618513becc05f56407b8ee76da8f7d1d9a81

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.173461Z digest=sha256:ecd925332db213f158520575cd3b3b8c5f91ea3af43012627579bb2e4dc9a873

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.177381Z digest=sha256:f35be116ca29b85794e8e03cc6f5dab9ca5e7908d2431ecb4a107b6a0ec45e57

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.181657Z digest=sha256:e41aed6bdf739fa651bf942cd884a72d6c6211400afa29432842822964de0dc0

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=sha256:5ed1a19e439bd698d7bf58b81f64cfe738d032334e3f43ddd585a3f4c81a8473

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.190160Z digest=sha256:20bbdb5d50c520f77e3a69d73e00067abe26f639a8aee30ea4c39a011eb3a657

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=sha256:921ac923d4e84d52096c87943ab82d0c6ea381bd2d6f810942f975c408632970

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.198239Z digest=sha256:8c828b837a66495515abafba40123989640b07f76a6fe6f00763bbd3d1bc1665

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=sha256:6758ac47ed4a968406248ea034dbac86cd9cbf4808ee24fbf2709ee7ddb07617

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=sha256:57773c9d5ede5d704a35821af064cb7d024a32bfaf0084e0c277d5b039983d53

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=sha256:425e0b0b168a4fc0a25f3b4919c794e1731c275d7c0ae97aa2b2eee6faabf63a

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=sha256:24fb030374b6f4fd296fed7e9dd6bf50674f2b9fe96ebe56f88df55b9ad36a30

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.218896Z digest=sha256:d82b22008d68ff655a9b10c49ab8c0dc807c08a94f7b1e71c0e9a6e54e32dcf8

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=sha256:5571bfdcb5ea4fe7c714aa066f4bcdc70f8d4db206d2f425828e6afbf5bd0dc6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.231698Z digest=sha256:26cfb23af6cdba16c271c0563170fbefea80cf76036e206388a59a238a746cea

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.235700Z digest=sha256:dcb1f4464b5dad79e118c0167bbd89955ca59636d28202b4cc2c72720b3e5641

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.239985Z digest=sha256:ce717e2aca6ef112c1bc2c9b4e929726c2644522a61a12b686e450ae102f9332

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.244174Z digest=sha256:97efb8b90a41221b4b49d341f7dfec92985f1a236e247431a28222993bab6619

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.248679Z digest=sha256:d63a64faf54218134be94e4ed569812471c7c6297b7f377baf34bcc6a60c9c2a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.252763Z digest=sha256:68ae184d7105ec7c56c4da4e8428e3bcdbb8f9a05381b71c18007191d30f1e7e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.256831Z digest=sha256:299a325996436bd49b719255f354c9fc5d45f2ab65eaae5e03924e1ae58ef4b9

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.261073Z digest=sha256:757a5f64914c75789b0b8534f6c4d87ffa75fce0c430426103fc35192cee3daa

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.269770Z digest=sha256:10566cf090eae74188caff36533a14b3283057bc18f8995f6a2533daeb30048d

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=sha256:2b5cdd070a8474b24347d33848e6171a38a5ada5c0179ccee0a7051fe9bfdea6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.281989Z digest=sha256:59df04e4f10683f31b40842f343e349035533cf28c021ab7ac5ba3a985554fdb

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:fccbbe21584cfcde43852e45d701117b763ae2c479e4a65fa8b2f6718d57f589

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.289819Z digest=sha256:90e83468e00f88960e84eda836580b07d619c8e6f4f95918da1b719ee59e4e21

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.293691Z digest=sha256:4ca9f06a7115c58126c05fc57e377a5d51370c63b083db9e7f0033cb2ad66db8

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.297894Z digest=sha256:b7b2a765e6b2ff774be3d2a70af66b6f5bc78fb41e6572c4d61f3bd08662f667

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:f4fc78bf29978341a5309c3a15cd6634ac21662d6762eb7689e3ec370da451d3

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.305655Z digest=sha256:56a8ecd92a622deaed91f908b70659307c187683603273a57557331d4f758cec

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.309671Z digest=sha256:08794121bc4b8fac8f58c9a6075e27777b633bd6e9bd6bc5223ede88406dd86b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.313549Z digest=sha256:90b0f0147eddb5e9ad79d3f99dd36602a8bf8f53b6726d684a2b55cfb3eeccec

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.317401Z digest=sha256:7849d010b1f77e3338c9c8fd593ead89f7d3e46678119d3d867c66ccee3b8848

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.321406Z digest=sha256:1e1739cba1a87fdfc8137b9ecc7fc3e78fcaf4fb5fcebd752ff806841c3f55ee

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.325647Z digest=sha256:fa7e9b91b2361907b08bd571a086bfefb100a888099b0f09c603d84f805d65fd

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.329356Z digest=sha256:f9be03179c97757d3b020d107369283df01ab34110006ae0d1c0d46f7984e38a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.333201Z digest=sha256:e9f122026819ac566a7f0e5a4dc45364f2c7afb05feee9622fc2184b065ce031

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

Resolution
unresolved
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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.337953Z digest=sha256:5838d6b5b13fb44e3653fed270e8e2c0cf48392b6c2e03444d6c6e8fdb1cc38e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.341741Z digest=sha256:b243b58b3d614723d0bb61f858000b743e2b629272b449e20b3220316f10dca0

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=sha256:14d1fb2675409ddadca91ac7a2a5170d39f736bf66035e2a865ecaa0fcd3b92e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.350143Z digest=sha256:99b243f1c3012adb6bb8fa871ae7fc16dcfdd3c505dfcc2eff3087ff65cd2861

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.354285Z digest=sha256:fc77d40b2d382b2e7cbb4fb6a9cd2f1ebb85ab7324f66ffa8bb4fc3244901d54

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:ccaeacce7b7d349496359707e3298cba337788e2ff055b81809c00680711b6d6

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=sha256:41d747272e77f3bc9858938973406afe801151df6779eef0a59d44f75b9555f4

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:a18c38d7c581b03cb27a43686768a8faf984b1c57af9f4b8f0088173e252f7ca

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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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.370890Z digest=sha256:7aaa854493f0b09186df8b1e4a508272a350bed33c4c88b50831865fff5b393b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.374786Z digest=sha256:8b44544c2ec46aadf1b1635419b4989f6ca024c331fcf95d706191e8188736c2

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.378832Z digest=sha256:3854c01398329281f58f8ea8f18693b23431a5cba6f5b98efe966811e6341013

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.387060Z digest=sha256:ec19cef38728a9646ebcbc599e58501e2a3267071303af948e800c2bdfe3f648

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.390967Z digest=sha256:f581b9dd62ae11618f425f47502aa85cdd29fe799886d600917339d03324f200

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.394881Z digest=sha256:bfce9d8bbea34a2d8aac31c63b762a8d34a1d65061e7235b9e379f5693626d04

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:a489192b8bee154ecd2d64f37a3d658352d5ff8701235f16d1d65f9dbc1cfb53

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.403262Z digest=sha256:ebb187b9493120206aa7ffbc34821515f095c48feb38fa4deed57c18b27b2f6a

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=sha256:2be25c44885a3148bccd4ad2f40e4ec6ad6e31529f6da112ac3f632096df855c

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.383202Z digest=sha256:2427df3559a1fd4b18a7d43cb9d426087747de8668e3cfe4f0b87a0612f4796d

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:b1ace939c864e7bbfbb54b1fcf1a7c5ac218f051fdf561cb7a65045a96d7f42f

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:e7c7aaae707909ce9f6ed19cc0e6fae454efcd9b61de4a083eb6d6311dc853cf

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=sha256:9b0e874ac1893261d4edcf99b8a71826f5033309c6b0dabd85d4d3c8eb8d4f10

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-05T22:03:46.227880Z digest=sha256:b73551df1ad6e7f74191bea374a26516b3e3a900203faef249443b5acb6169c2

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=sha256:104cc40c7f086af6fb47d26fb8289e7cbc4fe4ad035d0e7dc0f6cf4f29437a53

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:fb58e7203afaa778b5e1c0457b2b4d8ee089fe637f276535936a592c251748d8

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=sha256:529d3f1d9d3aeb12b2870d09927a32186bdd7a252e5f5dec9aa4cf67a4e158ff

Pith citing papers

No inbound Pith citation observations are available.