Deepfake Detection

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Period ending 2026-09-14

11 new papers

A weekly snapshot of new work published in Deepfake Detection.

Period ending 2026-09-07

12 new papers

A weekly snapshot of new work published in Deepfake Detection.

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  1. Unifying Semantic Priors and High-Frequency Traces: Enhancing V-JEPA with Mixture-of-Experts for Robust Synthetic Image Forensics

    Sep 15, 2026Simone Teglia, Irene AmeriniDeepfake DetectionSynthetic Image Detection

  2. Language Orthogonalization for Zero-Shot Cross-Lingual Audio Deepfake Detection

    Sep 15, 2026Minu Kim, Ji Sub Um, Hoirin KimAudio Deepfake Detection

  3. Beyond Ambiguous Visual Cues: Studying Physiological Disruptions and Cross-Modal Inconsistencies in Deepfake Videos

    Sep 14, 2026Chenxi Yang, Yassine Ouzar, Larbi BoubchirDeepfake DetectionUnsupervised Detectors

  4. Detecting and Explaining Fake News Short Videos with Multimodal Content and Real-World Evidence

    Sep 14, 2026Yifeng Luo, Yupeng Li, Ming Tang +2Deepfake DetectionVisual Evidence

  5. Deep-Fake CAPTCHA: Mitigating Next-Generation Social Engineering Attacks

    Sep 12, 2026Guy Frankovits, Lior Yasur, Fred M. Grabovski +1Deepfake DetectionCaptcha-Capable Native Graphical User Interface Agent

  6. BodyCam-VQA: Enhanced Body-Worn Camera Video Captioning via Multimodal Reasoning and Probe Question Generation

    Sep 11, 2026Karish Gupta, Matthew Alex, Alex Li +6TextvqaVideo Surveillance

  7. LAION-Mobile: Evaluating Deepfake Detectors On One Million Smartphone Photos

    Sep 11, 2026Achim von Stryk, Janis KeuperDeepfake DetectionSmartphone Photographs

  8. Zero-Shot Temporal Localisation of Audio Deepfakes in Multi-Speaker Conversations

    Sep 9, 2026Soumyadeep RoyAudio Deepfake DetectionDeepfake Detection

  9. What Makes Adversarial Examples Transfer Across Deepfake Detectors?

    Sep 9, 2026Rafael M. Mamede, Pedro C. Neto, Ana F. SequeiraDeepfake DetectionBlack-Box Adversarial Attacks

  10. Audio Deepfake Detection Using Temporal Coherence Analysis

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

  11. Disentangled Global-Local Feature Learning with E-Branchformer for Audio Deepfake Detection

    Sep 8, 2026Phuong Tuan Dat, Ho Bao Thu, Nguyen Tran Trung +2Audio Deepfake DetectionSelf-Supervised Speech Models

  12. VeriScene: Reconstructing Crime Scenes from Legal Evidence via World-Model Agent

    Sep 8, 2026Kevin Chuanpu Fu, Yongsen Zheng, Zee Kin Yeong +1Digital ForensicsScene Understanding

  13. Harnessing CLIP and DINO: An Uncertainty-Aware Cascaded Fusion Network for Generalizable Deepfake Image Detection

    Sep 7, 2026Xuechao Zou, Yi Zhou, Kai Li +4Deepfake DetectionForgeries

  14. DF26: We Cannot Tell Fake From Real Anymore

    Sep 7, 2026Severyn Shykula, Andrii Yermakov, Ivan Samarskyi +3Deepfake DetectionGenerative Models

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

    Sep 3, 2026Taewoo Kim, Young Han Lee, Nam In Park +1Audio Deepfake DetectionAudio Generation and Processing

  16. Beyond "Made with AI": Visualizing Provenance Density to Mitigate the Transparency Penalty

    Sep 3, 2026Qing Zhang, Yifei Huang, Juyoung Lee +2TransparencyModel Provenance

  17. Preserving Knowledge across Space and Time for Continual Video Deepfake Detection

    Sep 3, 2026Taehoon Kim, Jongwook Choi, Heejae Jo +2Deepfake DetectionVideo Anomaly Detection

  18. CRAW: Codec Robust Audio Watermarking

    Sep 2, 2026David Chernin, Ethan FetayaAudio WatermarkingNeural Audio Codecs

  19. Agent Flight Recorder: Tamper-Evident Audit Trails with On-Chain Anchoring for Long-Horizon Tool-Using Agents

    Sep 1, 2026Laurent Bindschaedler, Quentin Botha, Christoph SiebenbrunnerAlgorithm AuditingRollback

  20. Swin Meets EfficientNet: Lightweight Architectures for GAN-Based Face Forensics

    Sep 1, 2026Sejuti Basu, Ashima Sood, Vijay Kumar +1Face GenerationSynthetic Image Detection

  21. Benchmarking Spatial, Spectral, and Self-Supervised Cues for Face Forgery Detection under Realistic Degradation

    Sep 1, 2026Lucas Cunha, Lucas Sotomaior, Lucas Gasperin +3Face Forgery DetectionUnsupervised Detectors

  22. Perceptible or Not? Diagnosing Passive Fingerprints for Speech Deepfake Attribution

    Sep 1, 2026Yupei Li, Qiyang Sun, Emmanouil Benetos +2Audio Deepfake DetectionFingerprint

  23. Mind the Rift: Cross-Scale Coupling Mismatch for AI-Generated Video Detection

    Sep 1, 2026Siyu Li, Jin Yang, Weiheng LiangDigital ForensicsAi-Generated Image Detection

  24. Audio-Driven Adversarial Defense for 3D Talking Face Generation with totally Visual Fidelity Preservation

    Aug 31, 2026Rui-Qing Sun, Chen-Hao Cui, Hui-Yang Zhao +3Audio Deepfake DetectionFace Generation

  25. SegWave: Wavelet-Driven Segmentation of Tampered Regions

    Aug 31, 2026Siddhi Pravin Lipare, Vishesh Kumar, Akshay AgarwalDiscrete Wavelet TransformFace Forgery Detection

  26. APT: Anchor-aligned Perturbations for Tamper Localization in Fully Regenerated Images

    Aug 31, 2026Suhyeon Ha, Woo Jae Kim, Joonsung Jeon +2Face Forgery DetectionContext-Conditioned Inpainting

  27. Textual Acoustic Grounding for Generalizable LLM-Based Deepfake Voice Detection

    Aug 31, 2026Yassine El Kheir, Xin Wang, Wanqing Ge +3Audio Deepfake DetectionLarge Audio Language Models

  28. Learning Unified Video and Image Representation for Video Face Forgery Detection

    Aug 13, 2026Haotian Liu, Yang Liu, Guoying Zhao +1Face Forgery DetectionForgeries

  29. SPARED: Reasoning-Based AI-Generated Image Detection via Adversarially Edited Data

    Aug 13, 2026Yicheng Bao, Xiahui Guo, Xuhong Wang +1Ai-Generated Image DetectionForgeries

  30. Discovering Persistent Behavioural Patterns for Interpretable Blockchain Forensics

    Aug 13, 2026Dorottya Zelenyanszki, Zhe Hou, Kamanashis Biswas +1BlockchainFraud Detection

  31. Structured Local Differential Modeling for AI-Generated Image Detection

    Aug 13, 2026Jiazhen Yang, Ruijin Jin, Junjun Zheng +3Ai-Generated Image DetectionForgeries

  32. Tracing Provenance and Detecting Tampering with Complementary LLM Watermarks

    Aug 13, 2026Xiaoyan Feng, Yanjun Zhang, He Zhang +2Machine-Generated Text DetectionLanguage Model Evasion Attacks

  33. Localizing to Debias: A Patch-Level Benchmark and Baseline for Weakly Supervised Spatial Anomaly Detection

    Aug 12, 2026Sara Abdulaziz, Abdulrahman Al-Abri, Giacomo D'Amicantonio +1Video Anomaly DetectionSpatial Grounding

  34. High-Order Liquid Evidence Encoding for Gradual GNSS Spoofing Detection in Autonomous Driving

    Aug 12, 2026Muhammad Ayub Sabir, Junbiao Pang, Fatima AshrafGlobal Navigation Satellite SystemSpoofed Speech

  35. VidForensics-M1: Meta-Detection Reinforcement Learning with Verifiable Temporal Grounding for AI-Generated Video Forensics

    Aug 11, 2026Bowei Liu, Zheng Lu, Yuhan Bian +8ForgeriesDigital Forensics

  36. MADBench: A Benchmark for Modality-Aware Audio Deepfake Detection

    Aug 10, 2026Yanqiu Li, Yang Xiao, Jisheng Bai +3Audio Deepfake DetectionAudio Generation and Processing

  37. Foundation Models are Implicit Deepfake Detectors

    Aug 10, 2026Stefan Smeu, Dragos-Alexandru Boldisor, Elisabeta Oneata +1Deepfake DetectionUnsupervised Detectors

  38. DeepFreqMark: End-To-End Learnable Frequency-Domain Watermarking with Spherical Attack Simulation for Latent Diffusion Models

    Aug 10, 2026Chen-Hsiu Huang, Mario Köppen, Ja-Ling WuWatermarkingLatent Diffusion Model

  39. A Combined Feature-Based Framework for Disguise and Spoofing Detection in Face Recognition Systems

    Aug 9, 2026Sangiya PararajasinghamFace Recognition SystemsSpoofed Speech

  40. Evidence-Grounded Forensic Reasoning for Detecting and Grounding Multi-Modal Media Manipulation

    Aug 8, 2026Yichun Yeh, Yiheng Li, Xiaobo Hu +2Multimodal ReasoningDigital Forensics

  41. The Voiceprint Fallacy: Why Voices Are Not Unique Biometric Imprints

    Aug 8, 2026Tianle Yang, Cuiling Zhang, Chengzhe Sun +2Speaker IdentityBiometrics

  42. KnifeHunter: Structured Local Representation Learning for Fine-Grained Knife Image Retrieval in Law Enforcement

    Aug 7, 2026Syed Sameed Husain, Eng-Jon Ong, Stephen Simpson +3Digital ForensicsFine-Grained Perception

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

    Aug 7, 2026Xuechao Zou, Shun Zhang, Kai Li +6Deepfake DetectionForgeries

  44. From Cheap Fakes to Pure Synthesis: Addressing the New Era of T2V Fake News Videos

    Aug 7, 2026Yifeng Luo, Yupeng Li, Liang Lan +1Deepfake DetectionCinematic Video Generation

  45. DTRNet: Dual Text-Radical Decoding for Handwritten Chinese Text Recognition with Faked Character Detection

    Aug 6, 2026Runrui Li, Lin Zhu, Hua HuangHandwritingFace Forgery Detection

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

    Aug 5, 2026Orazio Pontorno, Luca Guarnera, Zahid Akhtar +1Deepfake DetectionUnsupervised Detectors

  47. Towards a satellite image manipulation and deepfake localization benchmark dataset

    Aug 5, 2026Jacob Arndt, Debvrat Varshney, Philipe Dias +1Deepfake DetectionRemote Sensing

  48. AI Forensics Across White-, Grey-, and Black-Box Access: A Process Model and Research Agenda for Post-Incident Investigation of AI Systems

    Aug 4, 2026Ali Dehghantanha, Sajad HomayounArtificial Intelligence RiskIncident Response

  49. SpreadMark: Robust Image Watermarking via Spread-Spectrum Embedding

    Aug 4, 2026Wei Song, Yuxin Cao, Zhenchang Xing +4Watermark DetectionWatermarking

  50. FakeI2V-Bench: Benchmarking the Applicability of Image-level Deepfake Detectors for Deepfake Video Detection

    Aug 4, 2026Pei Li, Sihan Chen, Delong Ran +1Deepfake DetectionAi-Generated Image Detection

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

    Aug 4, 2026Shichao Kan, Chengpeng Hong, Jingtong Dou +8Face Forgery DetectionForgeries

  52. Open-Set Visual Text Forensics via Sparse-Constraint Rectified Flow

    Aug 3, 2026Jiangling Zhang, Shuxuan Gao, Zeyu Chen +2Face Forgery DetectionForgeries

  53. AdaForensics: Learning A Characteristic-aware Adaptive Deepfake Detector

    Aug 3, 2026Xiaoke Yang, Haixu Song, Xiangyu Lu +2Deepfake DetectionUnsupervised Detectors

  54. Grounding and Explaining Visual Evidence for AI-Generated Image Detection in Human-Centric Scenes

    Aug 3, 2026Kun Guo, Yuzhou Yang, Haoyue Wang +3Ai-Generated Image DetectionAuthenticity

  55. Multi-Backbone Self-Supervised Ensembles for Audio Deepfake Detection and a Cross-Track Analysis of Generation-Detection Asymmetry

    Aug 3, 2026Seunghyun Kim, Junghyun Kim, Jiyoung WooAudio Deepfake DetectionUnsupervised Detectors

  56. FairForensics: Seeing Expressions and Parsing Demographics via Vision-Language Modeling for Generalizable Fair Deepfake Detection

    Aug 3, 2026Yaning Zhang, Jiao Wu, Zan Gao +1Deepfake DetectionFace Forgery Detection

  57. DeBERTa-Sentinel: Toward Transparent and Trustworthy Detection of AI-Generated Text

    Aug 2, 2026Muhammad Yousaf Rehman, Muhammad IslamMachine-Generated Text DetectionAuthenticity

  58. REIMU: Efficient Heterogeneous Hierarchical Reasoning for SSL-Based Speech Deepfake Detection

    Aug 1, 2026Kwok-Ho Ng, Tingting Song, Bingwen Feng +1Audio Deepfake DetectionSelf-Supervised Speech Models

  59. BRIC-Net: Boundary-Reliable Illumination-Color Interaction for Remote Sensing Image Deshadowing

    Aug 1, 2026Wei Lu, Yi Liu, Si-BaoShadow RemovalDigital Forensics

  60. Hidden-Domain Routing for All-Type Audio Deepfake Detection

    Aug 1, 2026Yifan Gao, Yao Tian, Hongbin Suo +1Audio Deepfake DetectionAudio Generation and Processing