Robustness of Machine-Generated Text Detection

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6 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

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  1. EASE: Entropy-Adaptive Distribution Shaping for Evading AI-generated Text Detectors

    Oct 7, 2026Jicheng Zhou, Kahim Wong, Jialong Wang +1Adversarial Text AttacksRobustness of Machine-Generated Text Detection

    Department of Artificial Intelligence, Faculty of Information Science and Computing State Key Laboratory of Internet of Things for Smart City University of Macau, Macau, China

  2. Constitution-Guided Watermarking

    Oct 7, 2026Toluwani Aremu, Samuele Poppi, Nils LukasLLM WatermarkingRobust Watermarking

    MBZUAI, Abu Dhabi, United Arab Emirates

  3. Detecting LLM-Assisted Vietnamese Writing via Keystrokes under Behavioral Manipulation

    Oct 6, 2026Thanh Dong, An Ngo, Minh Dau +1AI-Generated Text DetectionRobustness of Machine-Generated Text Detection

    Bucknell University Lewisburg, PA, USA

  4. Watermarking: from Impossibility to Auditable Compliance

    Oct 5, 2026Fernando Delbianco, Fernando Tohmé, Hugo AcciarriText WatermarkingRobust Watermarking

    Departamento de Economía, Universidad Nacional del Sur (UNS), Bahía Blanca, Argentina · Instituto de Matemática de Bahía Blanca (INMABB), CONICET–UNS, Bahía Blanca, Argentina · Departamento de Derecho, Universidad Nacional del Sur (UNS), Bahía Blanca, Argentina

  5. DeBERTa-ConPara: Attack-Aware and Deployment-Realistic Detection of AI-Generated Text

    Oct 1, 2026Mohamed Mady, Yupei Li, Johannes Reschke +1AI-Generated Text DetectionAdversarial Robustness of Language Models

    CHI, Chair of Health Informatics, Technical University of Munich, Germany · Smart Embedded Systems Lab, OTH Regensburg, Germany · GLAM, Group on Language, Audio & Music, Imperial College London, UK

  6. TANGO: Watermarking Masked Diffusion Language Models in Token Pairs

    Sep 28, 2026Kasra Arabi, Nir Weinberger, Micah Goldblum +1Diffusion Model WatermarkingMasked Diffusion Models

  7. Using LLMs to Detect LLM-Generated Texts: A Cross-Generation Analysis

    Sep 28, 2026Haiyue Yuan, Jie Guo, Weidong Qiu +3LLM EvaluationAI-Generated Text Detection

    Institute of Cyber Security for Society (iCSS) & School of Computing, University of Kent, UK · School of Cyber Science and Engineering, Shanghai Jiao Tong University, China · School of Computer Science, University of Birmingham, UK

  8. Robust Detection of LLM-Generated Text under Contamination

    Sep 24, 2026Jiaxun Li, Saptarshi Chakraborty, Ambuj TewariAI-Generated Text DetectionLanguage Model Robustness

    Department of Statistics, University of Michigan

  9. CrisisFake: Benchmark Validity of AI-Generated Text Detection for Disaster Social Sensing

    Sep 21, 2026Xiaoshan Zhou, Zaifu ZhanAI-Generated Text DetectionRobustness of Machine-Generated Text Detection

    School of Project Management, Faculty of Engineering, The University of Sydney, Sydney, NSW 2006, Australia · Department of Electrical and Computer Engineering, University of Minnesota Twin Cities, Minneapolis, MN 55455, United States

  10. SlopShape: Identifying AI-Generated Commercial Web Content

    Sep 14, 2026Jochen MadlerAI-Generated Text DetectionLanguage Model Fingerprinting

    Sitefire

  11. IndicDetect: Evaluating Cross-Lingual LLM-Generated Text Detection for Hindi, Telugu, and Tamil

    Aug 30, 2026Bhaskar Ganesh Devalla, Junchao Wu, Nilesh Dokuparthi +4AI-Generated Text DetectionLanguage Model Generation Evaluation

    NLP2CT Lab, Faculty of Information Science and Computing, University of Macau · Department of Applied Computer Science, SRH University, Germany · Populus Group, Pittsburgh, United States of America

  12. Tracing Provenance and Detecting Tampering with Complementary LLM Watermarks

    Aug 13, 2026Xiaoyan Feng, Yanjun Zhang, He Zhang +2Data ProvenanceLLM Watermarking

    Griffith University

  13. EVIL-Detect for NLPCC 2026 Shared Task 6: LLM-Generated Text Detection

    Aug 11, 2026Hongrui Bao, Hangyu Rong, Zhuoshang Wang +2AI-Generated Text DetectionLanguage Model Generation Evaluation

    Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China · School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China

  14. Build it, Break it, Repeat: Benchmarking and improving LLM-manipulated disinformation detection in social media posts

    Aug 10, 2026Kevin Thomas, Milosz Kasprzyk, Reuel C Igbokwe Onuigbo +5AI-Generated Text DetectionAdversarial Robustness of Language Models

    University of Sheffield, Department of Computer Science, Regent Court, 211 Portobello Street, Sheffield, S1 4DP, United Kingdom

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

    Aug 6, 2026Hongrui Bao, Yubing Ren, Yanan Cao +3AI-Generated Text DetectionRobustness of Machine-Generated Text Detection

    Institute of Information Engineering, Chinese Academy of Sciences · School of Cyber Security, University of Chinese Academy of Sciences · College of Computer Science and Technology, Zhejiang University +1

  16. ARB: A Matched Authorship-Rewriting Benchmark Dataset for AI-Text Detector Evaluation

    Jul 31, 2026Gaetano Perrone, Simon Pietro RomanoAI-Generated Text DetectionRobustness of Machine-Generated Text Detection

    Department of Electrical Engineering and Information Technology, University of Napoli Federico II, Via Claudio 21, Naples, 80125, Italy

  17. Pangram 4 Technical Report

    Jul 29, 2026Ben Glickenhaus, Katherine Thai, Jenna Russell +4AI-Generated Text DetectionRobustness of Machine-Generated Text Detection

    Pangram Labs · University of Maryland

  18. ChainMark: Model-Free LLM Watermarking with Closed-Form Calibration

    Jul 20, 2026Chengheng Li-Chen, Kyuhee KimText WatermarkingLLM Watermarking

    Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland

  19. Team DACTYL at PAN 2026: Bayesian Data Mixing and Empirical X-risk Minimization for AI-text Detection

    Jul 19, 2026Shantanu ThoratAI-Generated Text DetectionData Selection

    College Station, Texas, US

  20. Show Me How You Reason and I'll Tell You Who You Are: Reasoning Graphs for Robust LLM Authorship Attribution

    Jul 16, 2026Zlata Kikteva, Artur Romazanov, Annette Hautli-Janisz +1AI-Generated Text DetectionAuthorship Attribution

    University of Passau, Germany · University of Dundee, United Kingdom

  21. UTS at ELOQUENT 2026 Voight-Kampff: structural shifts in AI writing bypass state-of-the-art detectors

    Jul 15, 2026Dima Galat, Marian-Andrei RizoiuAdversarial TrainingAI-Generated Text Detection

    University of Technology Sydney, Australia

  22. Rethinking AI-Generated Text Detection: A Strong Baseline and the Distribution-Shift Problem That Remains

    Jul 4, 2026Zhuoer Shen, Mingyi Wang, Shaofeng Zou +1Distribution Shift RobustnessAI-Generated Text Detection

    Department of Computer Science, University of California, Santa Barbara · School of ECEE, Arizona State University

  23. Triospect: A Three-Dimensional Framework for Robust Statistical AI-Generated Text Detection Against Diverse Attacks

    Jun 30, 2026Guangsheng Bao, Lihua Rong, Yanbin Zhao +3AI-Generated Text DetectionRobustness of Machine-Generated Text Detection

    Zhejiang University · Zhejiang University of Technology · Shanghai Polytechnic University +2

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

    Jun 23, 2026Kevin Ren, Manish Raghavan, Nikhil GargAI-Generated Text DetectionDistribution Shift

    Cornell Tech · MIT

  25. WaveDetect: Robust Framework for Machine-Generated Text Detection via Wavelet Transform

    Jun 22, 2026Zhichen Liu, Kaitong Qin, Linhan He +1AI-Generated Text DetectionLanguage Model Robustness

    Dept. of Computer Science and Engineering, Southern University of Science and Technology

  26. Signature filtering: a lightweight enhancement for statistical watermark detection in large language models

    Jun 16, 2026Chih-Duo Hong, Yen-Pang Chen, Fang YuLLM WatermarkingRobust Watermarking

    National Chengchi University, Taipei, Taiwan

  27. SV-Detect: AI-generated Text Detection with Steering Vectors

    Jun 5, 2026Mikhail Vishnyakov, Tatiana GaintsevaAI-Generated Text DetectionRepresentation Probing

    Independent Researcher · Queen Mary University of London

  28. A Systematic Analysis of Linguistic Features in AI-Generated Text Detection Across Domains and Models

    Jun 2, 2026Yassir El Attar, Esra Dönmez, Maximilian Maurer +1AI-Generated Text DetectionStylometry

    Institute for Natural Language Processing, University of Stuttgart · Interchange Forum for Reflecting on Intelligent Systems, University of Stuttgart · GESIS Leibniz Institute for the Social Sciences +1

  29. On the Salience of Low-Probability Tokens for AI-Generated Text Detection: A Multiscale Uncertainty Perspective

    Jun 1, 2026Yikai Guo, Bin Wang, Xilai Fan +2AI-Generated Text DetectionLLM Uncertainty Estimation

    Beijing Institute of Computer Technology and Application, Beijing, China · Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing, China · Southeast University, Nanjing, China +1

  30. TSM-Bench: Detecting LLM-Generated Text in Real-World Wikipedia Editing Practices

    May 29, 2026Gerrit Quaremba, Elizabeth Black, Denny Vrandečić +1AI-Generated Text DetectionLanguage Model Generation Evaluation

    1King’s College London · 2Wikimedia Foundation