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Paper Citation Record · LEDGER

Real-Time Deepfake Detection in the Real-World

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 32 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 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 32 of 32 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:30:07.290493Z

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

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  • malformed identifier0
  • metadata mismatch0

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 d39c34ca-4fec-4510-a680-8198d68710dd · inbound

Nearly Solved? Robust Deepfake Detection Requires More than Visual Forensics cites this paper.

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

Reference 7

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T20:31:57.168507Z digest=sha256:2a37c1adb253ff20dbe2e32e036280ec425e05172b89ee6909ab52e443c4434a

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:23:39.133450Z digest=sha256:c785bbca1146d8ffc995460dc845996d888979a13ab16051c37bbd9ad47f1cde

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:46:30.033562Z digest=sha256:10e1153e79eb51e26bea29cca76ea22f3a6e5f07bd7dc8c4b8bf6e2a74c27052

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:08:51.270581Z digest=sha256:ed3dabc4da877e3a8a825043db4ae8f7fc6678876993dd4ffe825f1fb8e6fafa

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-18T14:29:34.898916Z digest=sha256:bf1517f953568febf600082c65b97dc6024fd7539607f542fbdb768105b3ae24

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-17T20:53:31.985118Z digest=sha256:68f080f7ee926d0a540f9ed36838793c026cb445e91e431c4c770df61e525279

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-16T08:40:09.385451Z digest=sha256:33c96ec0ddeb37110c1e96cc6fc5be61c407746d37033d709d701c0eea2f39ec

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T20:48:11.937716Z digest=sha256:575063aebeb888d361dbfe4f2ada783ac0e2306422c13ec6a3e752b3a3fab5d8

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-13T18:53:14.522561Z digest=sha256:4226a5bb86e1a3baa4979e6ed53a5f0844f99cb1af0fe24aaaf8687e52c58c0a

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-07T04:59:26.004064Z digest=sha256:2233ea99baa887fd40be7ae703b0d752f1f06bc3eb87e52b7917497b9c4135ab

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-08T19:00:45.628715Z digest=sha256:8802293078100258221409d301d614d189ecb973658fc67603db5e903acbbefd

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-08T18:35:37.185926Z digest=sha256:097b332a57fad204046c5204ee0ac717c684f5fae533865104f71c946713e674

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T14:52:07.225569Z digest=sha256:d7ba6d6fdf0e9e7af95980f1b1a49ec7022cfb3033d77ba7609a1b4db3b32a00

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-12T00:49:22.183457Z digest=sha256:49ec444afb9426e0385c9ba69ba246aca7ddfe2c89cf923a8ac26d217e1104a6

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-12T04:30:55.547341Z digest=sha256:5add66214ab7412884e49d6efa3089910013baba861f8a7d5d46217eb3fa974e

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-15T02:35:57.685518Z digest=sha256:532c75ff48cae388d5fd26e374ce83dae05afd2052e8618c6c8794c5450780b6

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-20T13:08:29.414406Z digest=sha256:1275a053474aef87f4200918423d683b60d659f2dc898eebd5579a928c5bf4af

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-21T05:43:33.219062Z digest=sha256:5270daa8e8bac9b2a3e8a81cc474782fa91916483de8fd4d7f0c9afcae5e83fb

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-22T08:00:21.829807Z digest=sha256:8dc4090a90fc181f1f4a697c714d732129e228ef3198eb9c07655c5d7a86a451

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T11:55:57.283981Z digest=sha256:bb301aea260050db664f7399491d13bb6d7db95bf0cb9ef5b7b80e20915f71ee

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-29T18:51:53.451225Z digest=sha256:b6c21b79c14fd47968ec403ef8aca8f78ff6d76af75e46a7322b7fdf0a8013f6

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

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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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-28T17:16:03.047354Z digest=sha256:10c13b5e3ed024456c47d860522aa6e3a8a6f05e01a3438a8087eade75a14010

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-27T18:45:40.075404Z digest=sha256:81b8c668889f9ff186a37a9b0d16eec95ff872f90209a88ef12e419f923629b7

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

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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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-27T14:17:09.318269Z digest=sha256:2e69eaee6c094ce85045bc019b63d1e10c3f9f8e5d134e8d707534d7051ecb75

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-02T13:51:51.383941Z digest=sha256:0d0baa282bcd31178a339f0bef0039f638079ee01adbf108e2b63ca57d48ff39

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

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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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-07-08T08:43:02.726745Z digest=sha256:2c5be2e0141f79bdd7ce50b9135a0b668ec0653303cdfe4c61ec7fc4e3c207b7

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:51:36.842474Z digest=sha256:121100eda0480fa6deff7d1b59a87b89f64a755b7df707d14309513c6394b62d

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T01:26:29.037678Z digest=sha256:adce72aa05388353bde02af12efabd7ef4a69fccc00792813b2ac2fd42dd909b

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T11:00:39.691290Z digest=sha256:ee69f8d3fcff416e47575c77cdf7b08eae3db67f00b8ef1f4a2b36a731138ea2

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T04:32:02.048150Z digest=sha256:e805735d2dd870cd8e44e0d6f651f79a35589e8e19d55d31869cd9757b632ba4

Observation 8b3196ea-6937-47cf-adbf-da83482e0ba6 · inbound

LHSDet: High-Resolution AI-Generated Image Detection via Visual Question Answering cites this paper.

LHSDet: High-Resolution AI-Generated Image Detection via Visual Question Answering Real-Time Deepfake Detection in the Real-World

Reference 54

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unresolved
no resolver link, observed 2026-08-12T00:50:58.111107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:50:58.111107Z digest=sha256:9b3330b048ded9b2ec9e20cb47d5e2b132a98bf9881c9d9dbd207eaf6666ea19

Observation c9ec70dc-bccb-4c9f-b598-1cb019716074 · inbound

PatchHead: Learning Spatial Patch Evidence for Generalizable AI-Generated Image Detection cites this paper.

PatchHead: Learning Spatial Patch Evidence for Generalizable AI-Generated Image Detection Real-Time Deepfake Detection in the Real-World

Reference 4

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no resolver link, observed 2026-08-15T14:30:07.290493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:30:07.290493Z digest=sha256:c8295e0a6b94c38b431ba9a3af5b59cd884e7c19d2cc53a059c6420df5f93718