Paper Citation Record · LEDGER

Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 30 inbound Pith citation observations for arXiv:2310.05130.

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

pith.paper-citation-record.v1
2310.05130 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 30 of 30 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:15:14.603825Z

measured 1 of 1 external citation measurements

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

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

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
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External citation measurements

19
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation fcf48109-c56d-4817-8e5b-74ff7eca2205 · inbound

SoK: Watermarking for AI-Generated Content cites this paper.

SoK: Watermarking for AI-Generated Content Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T11:13:54.410017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22fdb6ed-f02a-43d9-9653-4a35fad9bef9 · inbound

NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers? cites this paper.

NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers? Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-12T00:03:53.644718Z

Source-reported events for the cited work

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Observation 7e13e5c0-52cd-47e8-b5cf-c0d59d794c56 · inbound

CodeVision: Detecting LLM-Generated Code Using 2D Token Probability Maps and Vision Models cites this paper.

CodeVision: Detecting LLM-Generated Code Using 2D Token Probability Maps and Vision Models Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-10T22:07:37.248916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66a281d4-9e0d-4bf0-8391-6e199b33875d · inbound

DAMAGE: Detecting Adversarially Modified AI Generated Text cites this paper.

DAMAGE: Detecting Adversarially Modified AI Generated Text Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T21:55:52.685813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e85fff5-99e2-4ce4-8773-af67887e00ca · inbound

Adversarial Attacks on AI-Generated Text Detection Models: A Token Probability-Based Approach Using Embeddings cites this paper.

Adversarial Attacks on AI-Generated Text Detection Models: A Token Probability-Based Approach Using Embeddings Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-09T21:45:25.777976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e71886d-1c83-41c6-bd27-b0e2222b7e0a · 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 Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-08T21:12:22.535389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36a0895e-854a-4c11-8fca-a1fe1f2f2da5 · inbound

ExaGPT: Example-Based Machine-Generated Text Detection for Human Interpretability cites this paper.

ExaGPT: Example-Based Machine-Generated Text Detection for Human Interpretability Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-23T03:27:26.906044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bc481d1e-6bb6-41fa-8609-e52fda0a64c6 · inbound

Attacks on Machine-Text Detectors Retain Stylistic Fingerprints cites this paper.

Attacks on Machine-Text Detectors Retain Stylistic Fingerprints Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T15:37:12.358784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07bc8c81-c6c0-4709-8800-ea6fcb62d5d5 · inbound

The Arabic AI Fingerprint: Stylometric Analysis and Detection of Large Language Models Text cites this paper.

The Arabic AI Fingerprint: Stylometric Analysis and Detection of Large Language Models Text Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:53:45.455599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2f8f71a-5874-4c9b-9e03-6d52bb1d2ba5 · inbound

Zero-Shot Detection of LLM-Generated Code via Approximated Task Conditioning cites this paper.

Zero-Shot Detection of LLM-Generated Code via Approximated Task Conditioning Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T06:04:22.870254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f974c67-ca58-4ab2-b762-41562c30624e · inbound

Computational Approaches to Understanding Large Language Model Impact on Writing and Information Ecosystems cites this paper.

Computational Approaches to Understanding Large Language Model Impact on Writing and Information Ecosystems Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T19:15:14.603825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cf20b5c-5fe1-4112-96c5-8bff875fcc42 · inbound

Zero-Shot Attribution for Large Language Models: A Distribution Testing Approach cites this paper.

Zero-Shot Attribution for Large Language Models: A Distribution Testing Approach Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:07.292204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42863c23-d55e-447a-a5fc-51b9b064feeb · inbound

Beyond Easy Wins: A Text Hardness-Aware Benchmark for LLM-generated Text Detection cites this paper.

Beyond Easy Wins: A Text Hardness-Aware Benchmark for LLM-generated Text Detection Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T15:42:48.244639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce5731ec-f81b-4dee-a162-84c9f9a26377 · inbound

Frontier AI Risk Management Framework in Practice: A Risk Analysis Technical Report cites this paper.

Frontier AI Risk Management Framework in Practice: A Risk Analysis Technical Report Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T15:14:21.642015Z

Source-reported events for the cited work

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Observation 9d250bf7-c4b0-4f42-a71a-659e9ba1c1da · inbound

HIPPO-Video: Simulating Watch Histories with Large Language Models for Personalized Video Highlighting cites this paper.

HIPPO-Video: Simulating Watch Histories with Large Language Models for Personalized Video Highlighting Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T15:17:57.742908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a15e7193-7668-40db-b784-12d801f73e00 · inbound

Benchmarking the Detection of LLMs-Generated Modern Chinese Poetry cites this paper.

Benchmarking the Detection of LLMs-Generated Modern Chinese Poetry Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T12:26:28.392849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff227be1-0e62-4a6a-96bd-66c69294b6f6 · inbound

A Comprehensive Dataset for Human vs. AI Generated Text Detection cites this paper.

A Comprehensive Dataset for Human vs. AI Generated Text Detection Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T08:03:27.795510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e04a71bd-0141-46fd-a337-de40cd25d6c3 · inbound

MAGA-Bench: Machine-Augment-Generated Text via Alignment Detection Benchmark cites this paper.

MAGA-Bench: Machine-Augment-Generated Text via Alignment Detection Benchmark Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T12:01:29.764735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28c23ece-d137-440c-aa9e-4f77b0dd1bbf · inbound

Seeing the Poem: Image-Semantic Detection of AI-Generated Modern Chinese Poetry with MLLMs cites this paper.

Seeing the Poem: Image-Semantic Detection of AI-Generated Modern Chinese Poetry with MLLMs Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 111

Resolution: verified exact; arxiv_id, observed 2026-05-22T05:44:38.907882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8718e116-c103-41ac-aad5-ccc80c5ff7b6 · inbound

AEyeDE: An Attention-Based Attribution Framework for AI-Generated Text Detection cites this paper.

AEyeDE: An Attention-Based Attribution Framework for AI-Generated Text Detection Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T21:39:23.683913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e363a67f-7873-48f7-b44c-dbbbc3b381ac · inbound

FLIPS: Instance-Fingerprinting for LLMs via Pseudo-random Sequences cites this paper.

FLIPS: Instance-Fingerprinting for LLMs via Pseudo-random Sequences Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:56:27.933924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c3db1f57-b73c-438d-b806-369edc93cf11 · inbound

DetectZoo: A Unified Toolkit for AI-Generated Content Detection Across Text, Audio, and Image Modalities cites this paper.

DetectZoo: A Unified Toolkit for AI-Generated Content Detection Across Text, Audio, and Image Modalities Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T07:06:44.544659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ecf83ef6-7f29-4748-9391-2a60a777a261 · inbound

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection cites this paper.

Operation-Guided Progressive Human-to-AI Text Transformation Benchmark for Multi-Granularity AI-Text Detection Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T12:46:56.609746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c9f10855-2b30-4d35-af04-14452167c2c2 · inbound

SV-Detect: AI-generated Text Detection with Steering Vectors cites this paper.

SV-Detect: AI-generated Text Detection with Steering Vectors Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-06-27T22:21:21.118264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 79a5d19e-9f00-4dea-a686-c5d6e01db164 · inbound

Hitting a Moving Target: Test-Time Adaptation for AI Text Detection under Continual Distribution Shift cites this paper.

Hitting a Moving Target: Test-Time Adaptation for AI Text Detection under Continual Distribution Shift Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T17:40:00.615579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 204f761f-6922-4bb8-b11b-bc6949df4b49 · inbound

An Exploratory Study on LLM-Generated Code and Comments in Code Repositories cites this paper.

An Exploratory Study on LLM-Generated Code and Comments in Code Repositories Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T09:17:48.233003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e2d68fff-6bac-4581-9cb2-8daf87c6c23c · inbound

When Words Predict Workload cites this paper.

When Words Predict Workload Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T11:02:34.812685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 412e2c32-bbdb-4b6b-a028-49ad0c2dcac1 · inbound

Efficient Online LLM Watermark Detection via Rao-Blackwellized E-Processes cites this paper.

Efficient Online LLM Watermark Detection via Rao-Blackwellized E-Processes Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T06:20:28.534775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0a76c5e-381b-464a-a34c-d0d0b125ffab · inbound

Once a Response, Always a Response: Detecting LLM-generated Text via Latent Prompt Restoration cites this paper.

Once a Response, Always a Response: Detecting LLM-generated Text via Latent Prompt Restoration Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T14:38:41.497537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9764fd2d-af4f-4a9d-bd4a-e4061d6c3527 · inbound

Beyond Tables: Doc2DB-Bench for Relationally Faithful Document-to-Database Construction cites this paper.

Beyond Tables: Doc2DB-Bench for Relationally Faithful Document-to-Database Construction Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-14T04:40:32.402916Z

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Unavailable: canonical work link unavailable.