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Paper Citation Record · LEDGER

LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2410.09732.

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

pith.paper-citation-record.v1
2410.09732 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T21:12:22.539676Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-05T07:10:46.035138Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation cd6fe240-c67f-4603-9bf7-0b6b2a7b3bb5 · inbound

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM cites this paper.

Survey on AI-Generated Media Detection: From Non-MLLM to MLLM LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-08T21:12:22.539676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T21:12:22.539676Z digest=sha256:c17020d60de5d327fd13a1643bcd0e1a45c7a8b1557dce7434ef24e31081eab9

Observation cc7e8501-2ff2-43d4-a2b0-d6215e674578 · inbound

Toward Generalizable Forgery Detection and Reasoning cites this paper.

Toward Generalizable Forgery Detection and Reasoning LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-22T22:27:12.477643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-22T22:26:49.062978Z digest=sha256:612844889850649a4eda6862313c307f98b918ef8ef903c1f81c623d84cfbbd6

Observation ddfbbf04-9097-4eec-acfd-d9fcb6ce32d4 · inbound

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models cites this paper.

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 100

Resolution
unresolved
no resolver link, observed 2026-08-06T20:32:59.902041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:32:59.902041Z digest=sha256:01013a1d8994d7999c37803e6c74eac4acf18374fe7a582585af93c7ce2ece27

Observation 48755bd2-c57a-48c5-aec5-8dd61a2ccc70 · inbound

Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation cites this paper.

Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-05T20:44:17.585671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T20:44:17.585671Z digest=sha256:3fca2f7d4b9e0994d606783ad7e7368d397bbf149ee3bfc2cafec9845cb5743c

Observation 64bb9b67-a6d6-445c-ad06-c701872f79a9 · inbound

RobustSora: De-Watermarked Benchmark for Robust AI-Generated Video Detection cites this paper.

RobustSora: De-Watermarked Benchmark for Robust AI-Generated Video Detection LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 13

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T23:13:39.310607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-16T23:13:02.040618Z digest=sha256:30ad1e32d077848f8245239f67c9c045ccee5d6c738f76bd83588350cb5eb8a5

Observation 8aa312f4-c442-4406-88b7-18124ed00cd2 · inbound

VideoASMR-Bench: Can AI-Generated ASMR Videos Fool VLMs and Humans? cites this paper.

VideoASMR-Bench: Can AI-Generated ASMR Videos Fool VLMs and Humans? LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-16T21:48:34.466297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-16T21:46:43.353305Z digest=sha256:ee56fab15393bfc66d7a985df510dcd617cabcf713b409f497519e88b4df1858

Observation 43fea0b8-e422-46de-ab4a-f95d30590275 · inbound

All in One: A Unified Synthetic Data Pipeline for Multimodal Video Understanding cites this paper.

All in One: A Unified Synthetic Data Pipeline for Multimodal Video Understanding LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 99

Resolution
verified exact
arxiv_id, observed 2026-05-11T10:31:03.866054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T15:26:55.369840Z digest=sha256:b6f7e0cdc83da156b70d648f4cac9b834cc7ef82b9ebcc580d4b255fd3a1514e

Observation a3fc11e9-e9d8-4eb5-9766-57306fd6d60e · 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 LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-22T08:01:15.641441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-22T08:00:21.829807Z digest=sha256:2412c020af2caf6940a6dd88f555720fe1cda13f26ce266eddcdc9c31f961b7a

Observation 156e962e-5f5e-40e9-a1dc-7ff291b07ada · inbound

When Eyes Betray AI: Social Gaze Consistency as a Semantic Cue for AI-Generated Image Detection cites this paper.

When Eyes Betray AI: Social Gaze Consistency as a Semantic Cue for AI-Generated Image Detection LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-06-29T18:03:47.950267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-29T18:00:33.346957Z digest=sha256:235ec95f37d033cbc122a4da4c70a04e56e1620ada30f596556f52b3c41d3ebf

Observation 6099b895-e1b0-43ce-9129-36a22e311265 · inbound

FakeVLM-R1: Internalizing Physical Laws via CoT for Synthetic Image Detection cites this paper.

FakeVLM-R1: Internalizing Physical Laws via CoT for Synthetic Image Detection LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-06-29T08:03:14.161507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-29T07:59:44.436264Z digest=sha256:2b8ee8a5f870e4adf1e592ca8d5e56e01dc883be90102052efbbcef519a34912

Observation 0d85e6ac-e5b1-4ab0-a8e5-1651497872d6 · inbound

Detecting AI-Generated Content on Social Media with Multi-modal Language Models cites this paper.

Detecting AI-Generated Content on Social Media with Multi-modal Language Models LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-07-05T07:10:46.037102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-07-05T07:03:03.518184Z digest=sha256:fbcf83731b20bbf18e925c8516803b54477e81d9006b4a02405282479376fef2

Observation 9a5acc83-3c8a-4408-847b-0c86b3108394 · inbound

SalArt-VQA: Diagnosing Whether VLMs Understand Salient Artifacts in Generated Images cites this paper.

SalArt-VQA: Diagnosing Whether VLMs Understand Salient Artifacts in Generated Images LOKI: A Comprehensive Synthetic Data Detection Benchmark using Large Multimodal Models

Reference 16

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T11:18:03.420987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-27T09:39:11.685828Z digest=sha256:6c7302064a261356a93a27686bd65340f51c92f02416288a1f9179ef2c271835