AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees

Hongyi Zhou; Jin Zhu; Pingfan Su; Kai Ye; Ying Yang; Shakeel Gavioli-Akilagun; Chengchun Shi

AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees

Hongyi Zhou
, Jin Zhu
, Pingfan Su
, Kai Ye
, Ying Yang
, Shakeel Gavioli-Akilagun^*
, Chengchun Shi^*

^*Corresponding author for this work

Mathematics

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Advances in Neural Information Processing Systems 38 (NeurIPS 2025)
Publisher	NeurIPS
Publication status	Accepted/In press - 17 Sept 2025
Event	The Thirty-Ninth Annual Conference on Neural Information Processing Systems - San Diego Convention Center, San Diego, United States Duration: 2 Dec 2025 → 7 Dec 2025 https://neurips.cc/

Publication series

Name	Advances in Neural Information Processing Systems
Publisher	NeurIPS
Volume	38
ISSN (Electronic)	1049-5258

Conference

Conference	The Thirty-Ninth Annual Conference on Neural Information Processing Systems
Abbreviated title	NeurIPS 2025
Country/Territory	United States
City	San Diego
Period	2/12/25 → 7/12/25
Internet address	https://neurips.cc/

Cite this

@inproceedings{f78c4c5f4d4044c5962d2d16d9f45e1e,

title = "AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees",

author = "Hongyi Zhou and Jin Zhu and Pingfan Su and Kai Ye and Ying Yang and Shakeel Gavioli-Akilagun and Chengchun Shi",

year = "2025",

month = sep,

day = "17",

language = "English",

series = "Advances in Neural Information Processing Systems",

publisher = "NeurIPS",

booktitle = "Advances in Neural Information Processing Systems 38 (NeurIPS 2025)",

note = "The Thirty-Ninth Annual Conference on Neural Information Processing Systems<br/>, NeurIPS 2025 ; Conference date: 02-12-2025 Through 07-12-2025",

url = "https://neurips.cc/",

}

Zhou, H, Zhu, J, Su, P, Ye, K, Yang, Y, Gavioli-Akilagun, S & Shi, C 2025, AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees. in Advances in Neural Information Processing Systems 38 (NeurIPS 2025). Advances in Neural Information Processing Systems, vol. 38, NeurIPS, The Thirty-Ninth Annual Conference on Neural Information Processing Systems
, San Diego, California, United States, 2/12/25.

TY - GEN

T1 - AdaDetectGPT

T2 - The Thirty-Ninth Annual Conference on Neural Information Processing Systems<br/>

AU - Zhou, Hongyi

AU - Zhu, Jin

AU - Su, Pingfan

AU - Ye, Kai

AU - Yang, Ying

AU - Gavioli-Akilagun, Shakeel

AU - Shi, Chengchun

PY - 2025/9/17

Y1 - 2025/9/17

UR - https://papers.nips.cc/

UR - https://openreview.net/forum?id=3Qo2SRcHgU

M3 - Conference contribution

T3 - Advances in Neural Information Processing Systems

BT - Advances in Neural Information Processing Systems 38 (NeurIPS 2025)

PB - NeurIPS

Y2 - 2 December 2025 through 7 December 2025

ER -