Paper Citation Record · LEDGER

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics

As of 14 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2412.05676.

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

pith.paper-citation-record.v1
2412.05676 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:31:57.265704Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

44 of 44 outbound references displayed

verified exact4
verified fuzzy2
unresolved37
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7111f4a1-c482-4a34-9ddf-d01fbad50c15 · outbound

This paper cites Retrieved from https://github.com/deepfakes/ faceswap.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Retrieved from https://github.com/deepfakes/ faceswap

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:31:57.824566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 57e9d127-e823-4d47-9b4b-716fdb5e18d5 · outbound

This paper cites Retrieved from https://github.com/ MarekKowalski/FaceSwap/.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Retrieved from https://github.com/ MarekKowalski/FaceSwap/

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T20:31:57.817430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 95bad152-086c-4aac-8c6c-2be7157cda82 · outbound

This paper cites GenAttack: Practical Black-box Attacks with Gradient-Free Optimization.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics GenAttack: Practical Black-box Attacks with Gradient-Free Optimization

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.157211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 545a2f10-aaea-45ae-998f-449f25671abb · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-08-11T20:31:57.160278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18aee182-860e-4599-bcbe-66c8b8974ee7 · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.809721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 443544f3-7a27-4b24-b293-01af77ee7c1a · outbound

This paper cites Evading Deepfake-Image Detectors with White- and Black-Box Attacks.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Evading Deepfake-Image Detectors with White- and Black-Box Attacks

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-11T20:31:57.613307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d39c34ca-4fec-4510-a680-8198d68710dd · outbound

This paper cites Real-Time Deepfake Detection in the Real-World.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Real-Time Deepfake Detection in the Real-World

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.168507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eee01a47-2ab3-406b-8b9c-a8eb93c5ec80 · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 8

Resolution: verified exact; doi, observed 2026-08-11T20:31:57.295352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d17dcf16-9b6c-42c7-9ac7-29adf94e13f4 · outbound

This paper cites Unveiling Typographic Deceptions: Insights of the Typographic Vulnerability in Large Vision-Language Model.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unveiling Typographic Deceptions: Insights of the Typographic Vulnerability in Large Vision-Language Model

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.174293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4894925-5f23-420c-9634-96b6ba7d008a · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.801262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4c15a497-dfba-4dfe-addd-5479f5cea642 · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.180501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11cd8469-cf51-481f-a0ac-55c641a9747c · outbound

This paper cites Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.183979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38c97ac6-9230-4f20-9ed3-5e727693cbd6 · outbound

This paper cites How Well Can Vision Language Models See Image Details?.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics How Well Can Vision Language Models See Image Details?

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.190024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2a9716f-12f5-4474-be79-c6110862696a · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.192821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa855ae0-b2ff-4a10-84b6-387feb5d7cd1 · outbound

This paper cites GPT-4o System Card.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics GPT-4o System Card

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.196105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ef2825b-25b4-4fdf-9abc-97dca43f6901 · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.790200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d49c7d21-508f-4ba4-ae8b-3b4fb5508514 · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.783288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c734df88-24bc-460c-8d49-ac397fc7194d · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.776292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6baf6a5a-79c3-4aa3-8a3e-6f5b5867600c · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.769818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6343a282-0aeb-42b5-98e4-f215deb90bf4 · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.762528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 747ea29b-b3cf-46fb-bd7c-34514aa2d6df · outbound

This paper cites DeepFakes: a New Threat to Face Recognition? Assessment and Detection.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics DeepFakes: a New Threat to Face Recognition? Assessment and Detection

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.210271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a20f85c-9311-4399-8999-b65f2128b80f · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.755198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3fc933cd-da13-42b6-adfe-cf1358c9fbf2 · outbound

This paper cites VHELM: A Holistic Evaluation of Vision Language Models.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics VHELM: A Holistic Evaluation of Vision Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.214907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a68906a-9de6-4b53-a923-b6bd257c028f · outbound

This paper cites Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.217155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64da64d8-a4b4-4679-91b1-cb2f77ac732c · outbound

This paper cites Towards Deep Learning Models Resistant to Adversarial Attacks.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Towards Deep Learning Models Resistant to Adversarial Attacks

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.219676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36000d84-0c00-4174-8b63-54d2999f279f · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.747854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0f5adc9a-85cd-441a-b0bc-86260ce99e4c · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.739928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 870c0d57-d19e-4558-8566-910cdb8901ed · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.228088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e155925-851d-45b0-9885-e4d6959d12bf · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.230482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea9ca473-5ee7-4a7f-b689-3b6791615045 · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.732520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e697a3b2-0af7-4d74-89d8-b0e980b932dd · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Learning Transferable Visual Models From Natural Language Supervision

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.235563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f18138c-2710-4a94-a435-11c85a3667ea · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.725279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 667fad29-328b-4a7f-a302-25005ed1371c · outbound

This paper cites Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-11T20:31:57.339676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 77daab5f-8337-416e-8d9c-59ad68db08d9 · outbound

This paper cites FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.243506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d5ebfe1-834a-4b43-84fb-706380334792 · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.718385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2ead722b-ada7-459d-8f0b-24111e488426 · outbound

This paper cites Putting GPT-4o to the Sword: A Comprehensive Evaluation of Language, Vision, Speech, and Multimodal Proficiency.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Putting GPT-4o to the Sword: A Comprehensive Evaluation of Language, Vision, Speech, and Multimodal Proficiency

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-11T20:31:57.323377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ea5dd575-ea5b-44c1-a9c8-32ed09ae7ccc · outbound

This paper cites CLIP Models are Few-shot Learners: Empirical Studies on VQA and Visual Entailment.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics CLIP Models are Few-shot Learners: Empirical Studies on VQA and Visual Entailment

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.251334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c0aa402-0d27-4352-bb1b-934e407cac26 · outbound

This paper cites Deferred Neural Rendering: Image Synthesis using Neural Textures.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Deferred Neural Rendering: Image Synthesis using Neural Textures

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.254198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fe721d7-277d-4145-a164-2b6e738cb6af · outbound

This paper cites Face2Face: Real-time Face Capture and Reenactment of RGB Videos.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Face2Face: Real-time Face Capture and Reenactment of RGB Videos

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.256607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64edb522-09b6-4699-bf3a-0954f1bd2ba6 · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.710442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 199eebd5-bf2f-415b-8063-726382a527b3 · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.260831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ee46a6b-11df-4c37-b5af-d6cd49565ee6 · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-11T20:31:57.697882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 575171ff-949f-4357-b230-bd828e0d332a · outbound

This paper cites an unresolved cited work.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.265704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6985920-629c-4d8e-ba5d-35f3060169e0 · outbound

This paper cites Generative Adversarial Networks.

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics Generative Adversarial Networks

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-11T20:31:57.186762Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.