Paper Citation Record · LEDGER

Real-Time Deepfake Detection in the Real-World

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 29 inbound Pith citation observations for arXiv:2406.09398.

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

pith.paper-citation-record.v1
2406.09398 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 29 of 29 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:23:39.133450Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
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External citation measurements

2
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation e235856a-4560-4bb2-ae6c-873cc7b9415d · inbound

A Bias-Free Training Paradigm for More General AI-generated Image Detection cites this paper.

A Bias-Free Training Paradigm for More General AI-generated Image Detection Real-Time Deepfake Detection in the Real-World

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T05:23:39.133450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 659b1eb0-2112-42ac-a2cb-e7fdfcb7bf57 · inbound

Sliced Transport Plans cites this paper.

Sliced Transport Plans Real-Time Deepfake Detection in the Real-World

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T05:46:30.033562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bb57f9c-c571-4500-bd89-09ef2337555b · inbound

A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection cites this paper.

A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection Real-Time Deepfake Detection in the Real-World

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T15:08:51.270581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2581a90-727a-4fd0-acae-6cfdc8ff1f93 · inbound

Deepfakes: we need to re-think the concept of "real" images cites this paper.

Deepfakes: we need to re-think the concept of "real" images Real-Time Deepfake Detection in the Real-World

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-18T14:32:40.053195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1df5ef46-dc1e-4e90-9172-1fea5be21328 · inbound

How Noise Benefits AI-generated Image Detection cites this paper.

How Noise Benefits AI-generated Image Detection Real-Time Deepfake Detection in the Real-World

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-17T20:55:15.149798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c030b319-e888-48f9-a85d-99b2dbfc3d60 · inbound

Simplicity Prevails: The Emergence of Generalizable AIGI Detection in Visual Foundation Models cites this paper.

Simplicity Prevails: The Emergence of Generalizable AIGI Detection in Visual Foundation Models Real-Time Deepfake Detection in the Real-World

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-16T08:40:46.231523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f4bc44d8-dc07-488f-aa4e-ee4433f3d817 · inbound

VIGIL: Part-Grounded Structured Reasoning for Generalizable Deepfake Detection cites this paper.

VIGIL: Part-Grounded Structured Reasoning for Generalizable Deepfake Detection Real-Time Deepfake Detection in the Real-World

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T20:48:11.937716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 086c3b79-ae2a-497f-9f7e-9b9db856e1c2 · inbound

HEDGE: Heterogeneous Ensemble for Detection of AI-GEnerated Images in the Wild cites this paper.

HEDGE: Heterogeneous Ensemble for Detection of AI-GEnerated Images in the Wild Real-Time Deepfake Detection in the Real-World

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-13T18:58:09.053033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9dbf94e3-5cbf-4058-b5ca-d520008177b2 · inbound

Frequency-Aware Semantic Fusion with Gated Injection for AI-generated Image Detection cites this paper.

Frequency-Aware Semantic Fusion with Gated Injection for AI-generated Image Detection Real-Time Deepfake Detection in the Real-World

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:41:29.537475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 121ca95a-339a-4f18-ad37-ca3c7d14e9be · inbound

Automated In-the-Wild Data Collection for Continual AI Generated Image Detection cites this paper.

Automated In-the-Wild Data Collection for Continual AI Generated Image Detection Real-Time Deepfake Detection in the Real-World

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:05:35.254235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fcc5ff1a-a423-480b-a9e7-c5922b52084a · inbound

LEGO: LoRA-Enabled Generator-Oriented Framework for Synthetic Image Detection cites this paper.

LEGO: LoRA-Enabled Generator-Oriented Framework for Synthetic Image Detection Real-Time Deepfake Detection in the Real-World

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-09T06:20:41.542958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6d51b1bf-9e9f-4808-9587-4bc8767a0cf2 · inbound

LEGO: LoRA-Enabled Generator-Oriented Framework for Synthetic Image Detection cites this paper.

LEGO: LoRA-Enabled Generator-Oriented Framework for Synthetic Image Detection Real-Time Deepfake Detection in the Real-World

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T14:52:07.225569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bca68f38-13d2-452c-9bd8-72e55016ad95 · inbound

SPECTRA-Net: Scalable Pipeline for Explainable Cross-domain Tensor Representations for AI-generated Images Detection cites this paper.

SPECTRA-Net: Scalable Pipeline for Explainable Cross-domain Tensor Representations for AI-generated Images Detection Real-Time Deepfake Detection in the Real-World

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:51:13.869711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b0bfe1f0-db48-4e44-853a-163e1a3f021c · inbound

Micro-Defects Expose Macro-Fakes: Detecting AI-Generated Images via Local Distributional Shifts cites this paper.

Micro-Defects Expose Macro-Fakes: Detecting AI-Generated Images via Local Distributional Shifts Real-Time Deepfake Detection in the Real-World

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:11:24.946083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7b770a69-4faf-4928-ab88-858205b7eabc · inbound

Reduce the Artifacts Bias for More Generalizable AI-Generated Image Detection cites this paper.

Reduce the Artifacts Bias for More Generalizable AI-Generated Image Detection Real-Time Deepfake Detection in the Real-World

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:39:41.251697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2f1f46c6-a569-456c-9995-ed28145b4b6f · inbound

Deepfake Detection in Social Media: A Temporal Artifact Analysis Using 3D Convolutional Neural Networks cites this paper.

Deepfake Detection in Social Media: A Temporal Artifact Analysis Using 3D Convolutional Neural Networks Real-Time Deepfake Detection in the Real-World

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:13:18.685613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2b64f6f8-abd6-4348-961e-753c5b33be35 · inbound

PGC: Peak-Guided Calibration for Generalizable AI-Generated Image Detection cites this paper.

PGC: Peak-Guided Calibration for Generalizable AI-Generated Image Detection Real-Time Deepfake Detection in the Real-World

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-21T05:43:58.637924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8072a88e-af78-468c-83e9-9f4c0c4898a5 · inbound

Video as Natural Augmentation: Towards Unified AI-Generated Image and Video Detection cites this paper.

Video as Natural Augmentation: Towards Unified AI-Generated Image and Video Detection Real-Time Deepfake Detection in the Real-World

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:01:15.732833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c9742e9f-a33a-4127-9977-fb86f0cb0b38 · inbound

Where Detectors Fail: Probing Generative Space for Generalizable AI-Generated Image Detection cites this paper.

Where Detectors Fail: Probing Generative Space for Generalizable AI-Generated Image Detection Real-Time Deepfake Detection in the Real-World

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-06-30T12:04:39.122448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation af557acb-5979-4b0c-8a95-4af2fb2e2288 · inbound

HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection cites this paper.

HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection Real-Time Deepfake Detection in the Real-World

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:53:51.128985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 30987a11-34cf-4215-bda3-0bf628d7dc62 · inbound

TextFake: Benchmarking AI-Generated Image Detection on Text-Rich Images cites this paper.

TextFake: Benchmarking AI-Generated Image Detection on Text-Rich Images Real-Time Deepfake Detection in the Real-World

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T17:22:25.288599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3e0fa744-2ce8-4752-a431-1c0912104515 · inbound

SSAFE: Simple and Strong AI-Generated Image Detection via Frozen Vision Encoders cites this paper.

SSAFE: Simple and Strong AI-Generated Image Detection via Frozen Vision Encoders Real-Time Deepfake Detection in the Real-World

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:37:26.098965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6b0d28c4-924a-40d2-87fa-ffc35e4a8f04 · inbound

Dissect and Prune: Enhancing Robustness in AI-Generated Image Detection cites this paper.

Dissect and Prune: Enhancing Robustness in AI-Generated Image Detection Real-Time Deepfake Detection in the Real-World

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T03:57:38.920337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a39256ab-5d4e-4dca-8a27-9069eb8cbef7 · inbound

Dataset Biases and Shortcut Learning in Motion-Based AI-Generated Video Detection cites this paper.

Dataset Biases and Shortcut Learning in Motion-Based AI-Generated Video Detection Real-Time Deepfake Detection in the Real-World

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-07-02T13:56:59.237424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ea171171-6fcc-4e38-8fb6-b3ce8282cf88 · inbound

Generalized Synthetic Image Detection with Enhanced RGB-Noise Representation Learning cites this paper.

Generalized Synthetic Image Detection with Enhanced RGB-Noise Representation Learning Real-Time Deepfake Detection in the Real-World

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-07-08T08:44:45.945791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 42615dd6-65f7-4fa6-bd6a-54633a078501 · inbound

Continuously Evolving Deepfake Detection: An Architecture and Public-Benchmark Evaluation of a Dynamic Detection System cites this paper.

Continuously Evolving Deepfake Detection: An Architecture and Public-Benchmark Evaluation of a Dynamic Detection System Real-Time Deepfake Detection in the Real-World

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T05:51:36.842474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdd57408-3a9d-4b95-872b-d03daa7f8a72 · inbound

GlobalForge: Towards Robust AI-Generated Image Detection cites this paper.

GlobalForge: Towards Robust AI-Generated Image Detection Real-Time Deepfake Detection in the Real-World

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T01:26:29.037678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbc3a417-84f1-457f-92f0-6f8e17f23084 · inbound

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection cites this paper.

Veritas++: Value-aware On-Policy Distillation for Perception-Enhanced AIGI Detection Real-Time Deepfake Detection in the Real-World

Reference 88

Resolution: unresolved; no resolver link, observed 2026-07-30T11:00:39.691290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95b86bf5-dc7c-4341-8a7b-e38bca02706b · inbound

Unleashing the Potential of Vision-Language Models for Generalizable AI-Generated Image Detection cites this paper.

Unleashing the Potential of Vision-Language Models for Generalizable AI-Generated Image Detection Real-Time Deepfake Detection in the Real-World

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T04:32:02.048150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.