Deepfake Detection

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Period ending 2026-09-21

11 new papers

A weekly snapshot of new work published in Deepfake Detection.

Period ending 2026-09-14

11 new papers

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Period ending 2026-09-07

12 new papers

A weekly snapshot of new work published in Deepfake Detection.

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369 papers

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  1. Dual-Granularity Orthogonal Disentanglement for Generalizable Audio Deepfake Detection

    Jun 15, 2026Zhuodong Liu, Hugen Lv, Xiangyu Li +1Audio Deepfake DetectionRegularization Techniques

  2. XAI-Grounded Explanation Generation for Speech Deepfake Detection with Training-Free Multimodal Large Language Models

    Jun 15, 2026Yupei Li, Qiyang Sun, Xiaoliang Wu +3Audio Deepfake DetectionExplainable Artificial Intelligence

  3. Your "Pro" LLM Subscription May Actually Be "Free": Exposing Fingerprint Spoofing Risks in LLM Inference Services

    Jun 15, 2026Jiahao Zhang, Xiuyu Li, Suhang WangFingerprintLanguage Model Evasion Attacks

  4. Bridging the SEA Gap: An Initial Benchmark for Neural Audio Codec-Synthesized Speech Deepfakes in South-East Asian Languages

    Jun 14, 2026Orchid Chetia Phukan, Girish, Mohd Mujtaba Akhtar +1Audio Deepfake DetectionNeural Audio Codecs

  5. Deep Residual Injection for Full-Spectrum Forensic Signal Perception in Multimodal Large Language Models

    Jun 14, 2026Kaiqing Lin, Zhiyuan Yan, Ruoxin Chen +8Digital ForensicsVideo Multimodal Large Language Models

  6. Phonetically Explainable Speech Deepfake Detection

    Jun 13, 2026Manasi Chhibber, Jagabandhu Mishra, Tomi H. KinnunenAudio Deepfake DetectionSpoofed Speech

  7. False Sense of Safety in Selective Signal Classification: Auditing Bound Tightness and Exchangeability for Risk Control

    Jun 13, 2026Jingwen Zhou, Mingzhe WangDanger RecognitionConfidence Intervals

  8. From Self-Supervised Speech Models to Mixture-of-Experts for Robust Anti-Spoofing

    Jun 12, 2026Hugo Daumain, Driss Matrouf, Khaled Khelif +1Spoofed SpeechSelf-Supervised Speech Models

  9. The Perceived Fragility of Explanations in Audio Models: Manipulation of Attribution with Unchanged Predictions

    Jun 12, 2026Piotr Kitłowski, Dominik Wiącek, Mateusz ModrzejewskiAudio Deepfake DetectionFragility

  10. A Multi-Domain Feature Fusion Framework for Generalizable Deepfake Detection Across Different Generators

    Jun 12, 2026Amna Amjid, Sana Qadir, Mehwish Fatima +1Explainable Deepfake DetectionMultimodal Domain Generalization

  11. Bridging the Modality Gap in Forensic Image Retrieval

    Jun 10, 2026Ricardo González-Gazapo, Annette Morales-González, Yoanna Martínez-Díaz +2Multimodal RetrievalDigital Forensics

  12. VOID: Defeating Unauthorized Mimicry in Latent Diffusion Models

    Jun 10, 2026Chunlin Qiu, Ang Li, Tianxiao Huang +7Latent Diffusion ModelFace Forgery Detection

  13. SpAArSIST: Sparsified AASIST for Efficient and Reliable Anti-Spoofing

    Jun 10, 2026Anton Firc, Vojtěch Staněk, Zbyněk Lička +2Spoofed SpeechSelf-Supervised

  14. On the Study of Biometric Spoofing Detection using Deep Learning

    Jun 9, 2026Kumar Kartikey, Nikos KomninosBiometricsSpoofed Speech

  15. What Do Deepfake Speech Detectors Actually Hear?

    Jun 9, 2026Vojtěch Staněk, Veronika Jirmusová, Anton Firc +3Audio Deepfake DetectionDetection Framework

  16. Ethical and Technical Limits of Deepfake Speech Datasets

    Jun 9, 2026Vojtěch Staněk, Eva Trnovská, Kamil Malinka +1Audio Deepfake DetectionAlgorithm Auditing

  17. RAT: Reference-Augmented Training for ASV Anti-Spoofing

    Jun 9, 2026Vojtěch Staněk, Anton Firc, Jakub Reš +1Deepfake DetectionSpeaker Verification Performance

  18. Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge

    Jun 9, 2026Xueping Zhang, Han Yin, Yang Xiao +4Audio Deepfake DetectionExplainable Deepfake Detection

  19. An Empirical Analysis of Optimization Dynamics and Sparsity Boundaries in Large-Scale Pedestrian Attribute Recognition

    Jun 9, 2026Houssam El MirPedestrian DetectionFocal Loss

  20. Linguistically Augmented Audio Speech Data (LinguAS)

    Jun 8, 2026Ashley R. Keaton, Zahra Khanjani, Christine Mallinson +1Audio Deepfake Detection

  21. Dual-Branch Gated Fusion for Open-Set Audio Deepfake Source Tracing

    Jun 8, 2026Awais Khan, Kutub Uddin, Khalid MalikAudio Deepfake DetectionLoop Engineering

  22. CHROMA: Detecting AI-Generated Images through Inter-Channel Color-Space Correlations

    Jun 7, 2026Juan Pablo Sotelo, Marina Gardella, Pablo MuséAi-Generated Image DetectionImage Generation

  23. Speaker-Invariant Representation Learning for Spoofing Detection via Gradient Reversal and A Variational Information Bottleneck

    Jun 7, 2026Anh-Tuan Dao, Driss Matrouf, Mickael Rouvier +1Spoofed SpeechDiscrete Speech Representations

  24. A Comparison of SSL-Based Feature Extractors and Back-End Classifiers for Spoofing Detection: A Multi-Corpus Training and Cross-Linguistic Analysis

    Jun 7, 2026Anh-Tuan Dao, Driss Matrouf, Mickael Rouvier +1Spoofed SpeechSpeaker Verification Performance

  25. Sample-Efficient LLM-Based Detection of Malicious Web Server Logs with Forensically Explainable Reasoning

    Jun 7, 2026Bernhard Kneip, Nhien-An Le-Khac, Hong-Hanh Nguyen-LeDigital ForensicsMalicious Code

  26. SSAFE: Simple and Strong AI-Generated Image Detection via Frozen Vision Encoders

    Jun 7, 2026Seunghyun Lee, Byoungkwon Kim, Jaehyun Nam +2Ai-Generated Image DetectionExplainable Deepfake Detection

  27. The CIFAR Synthetic Evidence Corpus for Detecting AI-Generated Evidence

    Jun 6, 2026Kelly McConvey, Jalehsadat Mahdavimoghaddam, Nima Jamali +8Multimedia ForensicsText Corpora

  28. Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech

    Jun 5, 2026Xuanjun Chen, Yun-Shing Wu, Wei-Chung Lu +4Audio Deepfake DetectionNeural Audio Codecs

  29. Detecting Temporally Localized Manipulations in Authentic Video Streams

    Jun 5, 2026Okan Umur, Ali Emre Güşlü, Ibrahim DelibasogluDeepfake DetectionVideo Dataset

  30. ForensicConcept: Transferable Forensic Concepts for AIGI Detection

    Jun 5, 2026Menyanshu Zhou, Ziyin Zhou, Ke Sun +4Ai-Generated Image DetectionDigital Forensics

  31. Architecture-Adaptive Uncertainty Fusion for Deepfake Detection

    Jun 4, 2026Ritesh Sharma, Mohammad Ghasemigol, Yuichi MotaiExplainable Deepfake DetectionDeepfake Detection

  32. ExpSpeech-Net: Multimodal Fusion of Expression and Speech for Deepfake Detection

    Jun 4, 2026Ruchika Sharma, Rudresh DwivediAudio Deepfake DetectionDeepfake Detection

  33. FoeGlass: Simple In-Context Learning Is Enough for Red Teaming Audio Deepfake Detectors

    Jun 3, 2026Sepehr Dehdashtian, Jacob H Seidman, Vishnu N Boddeti +1Audio Deepfake DetectionAudio

  34. IRIS-GAN: Staged Specialist Detection of Deepfake Faces

    Jun 3, 2026Jaume M. Trenchs, Veronica SanzDeepfake DetectionDual-Domain Equivariant Generative Adversarial Network

  35. Need We Teach Foundation Models What is a Generative Image? Gradient-Free Generative Artifact Detection via Analytic Spectral Adaptation

    Jun 3, 2026Qiaoyu Chen, Bing ZhangFace Forgery DetectionVision Foundation Models

  36. ReConFuse: Reconstruction-Error Guided Semantic Fusion for AI-Generated Video Detection

    Jun 3, 2026Xiaojing Chen, Xinyu Lu, Changtao Miao +1Multimedia ForensicsFine-Grained Video Understanding

  37. Toward Calibrated, Fair, and accurate Deepfake Detection

    Jun 3, 2026Ryan Brown, Chris RussellExplainable Deepfake DetectionDeepfake Detection

  38. Characterizing Detectability in 3DGS Poisoning: A Stage-wise Benchmark

    Jun 2, 2026Quoc-Anh Bui-Huynh, Thanh Duc Ngo, Xue Geng +43D Gaussian SplatsPoisoning

  39. A Training-Efficient Transformer-Based Anti-Spoofing Network for Logical Access in ASVspoof 5

    Jun 2, 2026Sidan Yin, Bo ZhaoSpeaker Verification PerformanceSpoofed Speech

  40. Explainable Forensics of Manipulated Segments in Untrimmed Long Videos

    Jun 1, 2026Yue Feng, Jingjing Li, Qijia Lu +9High-Fidelity Video GenerationDigital Forensics

  41. Order within Chaos: Capturing Intrinsic Energy Anomalies for AI-Manipulated Image Forgery Localization

    Jun 1, 2026Yiming Wang, Baiqi Wu, Qingming Li +3Face Forgery DetectionAdversarial Examples

  42. Divide and Conquer: Reliable Multi-View Evidential Learning for Deepfake Detection

    Jun 1, 2026Xiaolu Kang, Zhongyuan Wang, Jikang Cheng +5Explainable Deepfake DetectionDeepfake Detection

  43. Suppressing Forgery-Specific Shortcuts for Generalizable Deepfake Detection

    Jun 1, 2026Yihui Wang, Yonghui Yang, Jilong Liu +3Explainable Deepfake DetectionDeepfake Detection

  44. TextFake: Benchmarking AI-Generated Image Detection on Text-Rich Images

    May 31, 2026Yuning Zhang, Changtao Miao, Mingyu Liao +5Ai-Generated Image DetectionForgeries

  45. Authenticity Debt and the Synthetic Content Threat Landscape: A Layered Framework for Trust, Provenance, and IP Governance in the Generative AI Era

    May 30, 2026Shubhashis Sengupta, Benjamin McCarty, Milind Savagaonkar +1Artificial Intelligence GovernanceAuthenticity

  46. Acting with AI: An Interaction-Based Framework for Agentic Tort Liability

    May 30, 2026Yiheng YaoInteraction TrajectoriesDigital Forensics

  47. The Regularizing Power of Language-Training Deepfake Detectors

    May 29, 2026Benedikt Hopf, Zongwei Wu, Radu TimofteExplainable Deepfake DetectionDeepfake Detection

  48. Geometric Erasure by Contrastive Velocity Matching in Rectified Flows

    May 29, 2026Jonas Henry Grebe, Tobias Braun, Anna Rohrbach +1Concept ErasureRectified Flow

  49. Audio Pirates: Black-box Audio Watermark Removal via Diffusion Priors

    May 28, 2026Lingfeng Yao, Xincong Zhong, Chenpei Huang +6WatermarkingWatermarks

  50. FakeVLM-R1: Internalizing Physical Laws via CoT for Synthetic Image Detection

    May 28, 2026Leqi Zhu, Junyan Ye, Kaiqing Lin +3Synthetic Image DetectionForgeries

  51. Half-Truth Audio Detection and Localisation: A Lightweight Cross-Attentive Architecture and a Cross-Corpus Diagnostic Study

    May 28, 2026S. Sutharya, Remya K. SasiAudio Deepfake DetectionMel-Frequency Cepstral Coefficient

  52. Lightweight Complementary-Cue Fusion for Robust Video Face Forgery Detection

    May 27, 2026Sunghwan Baek, Tariq Anwaar, Karanveer Singh +1Face Forgery DetectionConvolutional

  53. I Hear, Therefore I Trust: A Socio-Technical Investigation of Humans as Synthetic Speech Detectors

    May 27, 2026Lelia Erscoi, Tomi KinnunenAudio Deepfake DetectionSpeaker Recognition

  54. From Talking to Singing: A New Challenge for Audio-Visual Deepfake Detection

    May 27, 2026Ke Liu, Jiwei Wei, Wenyu Zhang +5Audio Deepfake DetectionAuthenticity

  55. CoCoVideo: The High-Quality Commercial-Model-Based Contrastive Benchmark for AI-Generated Video Detection

    May 26, 2026Huidong Feng, Wentao Chen, Jie Chen +5Deepfake DetectionMachine-Generated Text Detection

  56. HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection

    May 26, 2026Senyuan Shi, Hao Tan, Zichang Tan +4Synthetic Image DetectionForgeries

  57. Segmentation-Guided Spatial Indexing for Generalizable and Explainable Deepfake Detection

    May 25, 2026Izaldein Al-Zyoud, Abdulmotaleb El SaddikExplainable Deepfake DetectionDinov3

  58. Hidden in Plain Tokens: Simply Robust, Gradient-Free Watermark for Synthetic Audio

    May 25, 2026Georgios Milis, Yubin Qin, Yihan Wu +1WatermarkingWatermarks

  59. Cross-Domain Generalization Limits of Vision Foundation Models in Facial Deepfake Detection

    May 24, 2026Ibrahim DelibasogluExplainable Deepfake DetectionVision Foundation Models

  60. MixFake: Benchmarking and Enhancing Audio Deepfake Detection in Diverse Real-world Mixed Audio

    May 22, 2026Qingcao Li, Yipeng Lin, Weichen Lian +3Audio Deepfake DetectionAudio Flow