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Paper Citation Record · LEDGER

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

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 23 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 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 23 of 23 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T21:45:25.777976Z

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

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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 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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T21:45:25.777976Z digest=sha256:dd231f127f44e3b55770ec0014e0a29d853ecf74e115eb717f77f54e29cf2337

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T21:12:22.535389Z digest=sha256:23f98d74314343334396777dc26d32225db955b536300019523a856b4e36441f

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

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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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-23T03:27:02.516990Z digest=sha256:beb33d38d6254597d331b06b64cd2b69d4bc9a3c42a7de76ece0bcc1f2bf08f0

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:37:12.358784Z digest=sha256:409d02f3213589e8c5f6a94fe8bfcf0528e5ff7b40011591f6d078c252c54cf6

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:53:45.455599Z digest=sha256:dbcb722db5730d74e336d2374020451542cf046219f305b5b7f7de75bbae1e99

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T06:04:22.870254Z digest=sha256:7099ace7c81c4fab328525897bb7a50f3ec859233edb079c015ad7c19b3455b6

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:01:07.292204Z digest=sha256:152e467ecf96ff9fa11ac84ee7dd6a48434088decff91e2f98c36453359f31da

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:42:48.244639Z digest=sha256:207691f6f115fe902ba3e0e865ca69705f7f916461db3542531e18264de04d06

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:14:21.642015Z digest=sha256:2695a12c0337beaa765dfd1d19e7180a224b987bd11733989b219894806de847

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T15:17:57.742908Z digest=sha256:70554f0a666931e2281371b80d6f0e57c7fbd2eb006d7bf5bc321af554f941fd

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T12:26:28.392849Z digest=sha256:d19cacc0622a7d33428d9054864ba6c76279d9b756976a79bcf0797a95b50101

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T08:03:27.795510Z digest=sha256:3735d0112d16f3d4de850cd8a67ddf4e382faa1e65eb0d7714acf5a1c0df5f90

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T12:01:29.764735Z digest=sha256:ef46c0fd853b5aed23b598134ae79dd3b7fd91086ed74ba43b60759f21996bf1

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

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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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-22T05:41:37.202937Z digest=sha256:e7ad03bf33c18985aaa476b85f29c6abe8ab82cb7b03460cd570c014778c6c65

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T21:39:23.683913Z digest=sha256:6ffe1d59247dc2887b421200e980a91045a72e5b40e52f1f257acbb9c639f84e

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

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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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-28T11:24:01.547119Z digest=sha256:c49418087ad6a676ce82cb3ec99cb799e0d5a1016ab35b2eaf64d5cb14c7aba4

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-28T07:07:33.410608Z digest=sha256:94c5bc0c634e243afd0182988b73be83749d9b057b2c536fb16f4fcdbe2ff430

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-28T01:54:18.782504Z digest=sha256:fa1bf2675e26906bf2aa91aa62ad44b45bd782561c27c675c23734778fffb65c

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

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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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-27T22:16:31.088030Z digest=sha256:6fce4162b06243fca32bf5c33c8fe3ca1f30695f4253a127fbca023162055015

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

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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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-25T23:31:35.874733Z digest=sha256:6cf56f53f3638b55cace02019da26d485ca298540df22f514ec4d2f1277c9c54

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-07-03T09:10:26.900479Z digest=sha256:c2f3d4c58539dc3f493df21bdcfd843c8d35c1605b2d488a85fc89f6ff5f0f66

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-11T11:02:34.812685Z digest=sha256:1f71328449211e9c27b7c55b9fe2cf9bc003ea703bcc8b89532f6d5b984e102f

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

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T06:20:28.534775Z digest=sha256:4ee54367df34bac64b795782f05e861c1a8cb9dff3e20b3a85c987d92e159015