Explainable Deepfake Detection

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Latest papers 56

9 papers in the last four weeks, up 80% on the four weeks before. 0.1% of all new papers.

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  1. What Do Deepfake Audio Detectors Hear? From Self-Supervised Models to Audio LLMs

    Oct 13, 2026Wanying Ge, Xin Wang, Junichi YamagishiAudio Deepfake DetectionExplainable Deepfake Detection

    National Institute of Informatics, Chiyoda-ku, Tokyo 101-8430, Japan

  2. EviStress: Evidence Stress Learning for Generalizable Face Forgery Detection with Textual Explanations

    Oct 12, 2026Jiuyao Jing, Xuanyu Yi, Yu Zheng +1Image Forgery DetectionDeepfake Detection

    School of Cyber Engineering, Xidian University, Xi’an, China

  3. Not Every Cue Is Evidence: Cue Supportability for Forensic Distillation in Face Forgery Detection

    Oct 12, 2026Binjia Zhou, Dawei Luo, Shuai Chen +7Explainable Deepfake DetectionDeepfake Detection

    School of Software Technology, Zhejiang University · Ant Group · College of Computer Science and Technology, Zhejiang University +1

  4. MSU Team at the Explainable Deepfake Detection Challenge 2026: Grounded Artifact Evidence for Deepfake Detection

    Oct 7, 2026Artem Filippov, Aleksandr Gushchin, Kirill Koltsov +2Deepfake DetectionExplainable Deepfake Detection

    Lomonosov Moscow State University Moscow, Russia · MSU Institute for Artificial Intelligence Moscow, Russia

  5. Interpretable Deepfake Detection in Videos via Explicit Forensic Features and Temporal Modeling

    Oct 2, 2026Chahira Benhama, Mohand Saïd Allili, Assia HamadeneDeepfake DetectionExplainable Deepfake Detection

    LARIVIA laboratory Dep. of Computer science and Eng. University of Quebec in Outaouais Gatineau, QC, Canada · LARIVIA laboratory and Mixed Research Unit INRS-UQO University of Quebec in Outaouais Gatineau, QC, Canada

  6. SEAR: Spoofing Evidence-Grounded Audio Reasoning Benchmark for Audio Language Models

    Sep 30, 2026Rong Wan, Suliu Qin, Jiaxi Li +5Audio-Language Model EvaluationAudio Deepfake Detection

    University of Surrey · Singapore University of Technology and Design · Guangxi University +1

  7. A Generalizable and Explainable Framework for Synthetic Video Detection Using First-Digit Gradient Statistics

    Sep 30, 2026Sidharth Shanu, Gautam Kumar, Tej SinghExplainable Deepfake DetectionDeepfake Detection

    B.Tech CSE IIT Jodhpur, India · School of Automation & Robotics GGSIPU, New Delhi, India · Centre for Artificial Intelligence MITS Gwalior, India

  8. Look Before You Judge: Training-Free Region Mining for Grounded and Explainable Deepfake Detection

    Sep 28, 2026Chia-Ling Chen, Yu-Ting Ta, Jian-Yu Jiang-Lin +8Explainable Deepfake DetectionDeepfake Detection

    National Taiwan University · National Tsing Hua University · National Yang Ming Chiao Tung University

  9. DF-CBM: Region-Aware Concept Bottleneck Models for Deepfake Detection

    Sep 28, 2026Georgios Tsoumplekas, Vazgken Vanian, Alexandros Doumanoglou +4Concept Bottleneck ModelsExplainable Deepfake Detection

    Department of Networks and Digital Media, Kingston University London, UK · Centre for Research and Technology Hellas (CERTH), Thessaloniki, Greece · Department of Computer Science, Kingston University London, UK

  10. ASAP: Visual Analytics for Identifying and Analyzing Image Patterns in AI-generated Images

    Sep 23, 2026Jinbin Huang, Yuki Ueno, Chen Chen +4Image Forgery DetectionExplainable Deepfake Detection

    Arizona State University, AZ, US · University of Maryland, MD, US · Fujitsu Research of America, PA, US +1

  11. ForensicZoom: Adaptive Visual Inspection with Multimodal LLMs for Industrial-Grade Face Forgery Detection

    Sep 15, 2026Hang Zhou, Yiming Tang, Kun Yu +3Image Forgery DetectionDeepfake Detection

    Alibaba

  12. PIVOT: Physics-Grounded Verification for AI-Generated Audio-Video Detection

    Sep 14, 2026Bo Zheng, Kangran Zhao, Xiaoyu Zhang +7Explainable Deepfake DetectionDeepfake Detection

    School of Artificial Intelligence, Chinese University of Hong Kong, Shenzhen, Shenzhen 518172, China · Nanjing University of Posts and Telecommunications, Nanjing 210023, China · University at Buffalo, State University of New York, New York 14260, USA

  13. Audio Deepfake Detection Using Temporal Coherence Analysis

    Sep 8, 2026Justin D. Norman, Sarah BarringtonAudio Deepfake DetectionExplainable Deepfake Detection

    University of California, Berkeley

  14. From Scores to Evidence: Auditable Decisions Can Improve Speech Deepfake Detection

    Sep 8, 2026Mengzhe Geng, Yujia Lu, Manuela Kunz +1Audio Deepfake DetectionExplainable Deepfake Detection

    National Research Council Canada · The Chinese University of Hong Kong

  15. ToolDF: Tool-Integrated Reasoning for Mixed-Authenticity Audio Deepfake Detection

    Sep 3, 2026Taewoo Kim, Young Han Lee, Nam In Park +1Audio Deepfake DetectionExplainable Deepfake Detection

    Multi-Modal Research Center, KETI, South Korea · Digital Analysis Section, National Forensic Service, South Korea · Department of Artificial Intelligence, Korea University, South Korea

  16. Explainable Deepfake Detection with Feature-robust Augmentation and Evidence-grounded Explanation Optimization

    Aug 21, 2026Zhu Xu, Jiaqi Tang, Pokai Chen +2Explainable Deepfake DetectionDeepfake Detection

    Wangxuan Institute of Computer Technology, Peking University Beijing, China

  17. PATE-Forensics: Perception-as-Tool for Explainable Deepfake Forensics with General-Purpose MLLMs

    Aug 19, 2026Yaqi Li, Jielun Peng, Yabin Wang +2Explainable Deepfake DetectionDigital Image Forensics

    Harbin Institute of Technology

  18. Multi-Agent Forensic Reasoning for Generalizable Deepfake Video Detection

    Aug 7, 2026Xuechao Zou, Shun Zhang, Kai Li +6Explainable Deepfake DetectionDeepfake Detection

    Beijing Jiaotong University · Tsinghua University · Ant Group

  19. HexMIL: Hierarchical Attention MIL for Ante-Hoc Explainable Detection of AI-Manipulated CT Volumes

    Aug 5, 2026Orazio Pontorno, Luca Guarnera, Zahid Akhtar +1Explainable Deepfake DetectionMedical Image Anomaly Detection

    Department of Mathematics and Computer Science, University of Catania, Catania, Italy · Department of Electrical and Computer Engineering, State University of New York Polytechnic Institute, Utica, NY, USA

  20. V-FIND: Revealing the Intrinsic Forgery Knowledge Encoded in Video Forgery Detectors

    Aug 4, 2026Shichao Kan, Chengpeng Hong, Jingtong Dou +8Explainable Deepfake DetectionMechanistic Interpretability

    Central South University · The University of Sydney · NExT++ Research Centre, National University of Singapore

  21. Improved Robustness in AI-Generated Music Detection

    Jul 29, 2026Emile Dugelay, Thomas Barand, Aurélien Laouar +3Audio Deepfake DetectionExplainable Deepfake Detection

    Department of Computer Science, Ecole Centrale de Lyon, France · Deezer Research, Paris, France

  22. ThinkOmni: A Reasoning-Driven Omni-Modal LLM Framework for Audio Forgery Detection and Localization

    Jul 29, 2026Yuxiong Xu, Kaiqing Lin, Bin Li +2Audio Deepfake DetectionExplainable Deepfake Detection

    Guangdong Provincial Key Laboratory of Intelligent Information Processing, Shenzhen Key Laboratory of Media Security, Shenzhen University · Afirstsoft Technology Group Co., Ltd.

  23. LaP-Forensics: Latent-Pixel Consistency Guided Multimodal Reasoning for Deepfake Detection

    Jul 28, 2026Can Wang, Yuhao Wang, Yushe Cao +2Digital Image ForensicsExplainable Deepfake Detection

    The Hong Kong Polytechnic University · University College London · Tsinghua University +2

  24. Toward Interpretable Speech Deepfake Detection using Artifact-Specific Experts and Calibrated Detection Scores

    Jul 23, 2026Viola Negroni, Xin Wang, Wanying Ge +3Audio Deepfake DetectionExplainable Deepfake Detection

    DEIB, Politecnico di Milano Milano, Italy · National Institute of Informatics Tokyo, Japan

  25. Explainable Deepfake Detection Challenge

    Jul 23, 2026Abhijeet Narang, Kartik Kuckreja, Shreya Ghosh +4Image Forgery DetectionExplainable Deepfake Detection

    American University of Sharjah Sharjah, United Arab Emirates

  26. Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R

    Jul 22, 2026Yixuan Xiao, Ngoc Thang VuAudio Deepfake DetectionExplainable Deepfake Detection

    Institute for Natural Language Processing, University of Stuttgart, Germany

  27. An Explainable FFT-Based Spatial-Frequency Fusion Framework for Deepfake Detection

    Jul 19, 2026Pamela Kirui, Cho Hyuk, Qingzhong Liu +1Explainable Deepfake DetectionFrequency-Domain Feature Learning

    Department of Computer Science Sam Houston State University Huntsville, Texas, USA

  28. Explainable-by-Design Audio Deepfake Detection via Wiener-Hopf Linear Prediction

    Jul 14, 2026Mattia Tamiazzo, Simone Milani, Massimo Iuliani +1Audio Deepfake DetectionExplainable Deepfake Detection

    Department of Information Engineering University of Padova Padova, Italy · Amped Software Trieste, Italy

  29. Evidence Subspace Projection: Measuring How Much Evidence Explains Deepfake Detection in Self-Supervised Speech Models

    Jul 13, 2026Yixuan Xiao, Cheng-Wei Lin, Xin Wang +5Audio Deepfake DetectionExplainable Deepfake Detection

    University of Stuttgart, Germany · National Institute of Informatics, Japan · German Research Center for Artificial Intelligence (DFKI), Germany +1

  30. Why Do You Say It Like That? A Phoneme-level Framework for Explainable Speech Deepfake Detection

    Jul 9, 2026Anna Taylor, Michele Panariello, Massimiliano Todisco +3Audio Deepfake DetectionExplainable Deepfake Detection

    EURECOM, Sophia Antipolis, France · Laboratoire Informatique d’Avignon, Avignon Université, France