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

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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368 papers

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  1. Boundary and Intra-Segment Learning for Partial Audio Deepfake Localization

    Sep 22, 2026Zhe Ye, Xiangui Kang, Minhua Huang +3Audio Deepfake DetectionSpeech Separation

  2. Dissecting Agentic Forensics: The Role of Triage, Prompting, and Evidence Arbitration in Open-World Fake Image Detection

    Sep 21, 2026Xianlong Li, Pietro Bongini, Niccoló Pancino +3Multimedia Forensics

  3. DFD-Lab: A Modular Audio-Visual Deepfake Detection Pipeline

    Sep 20, 2026Jan Rybarczyk, Mateusz Roszkowski, Jacek KomorowskiExplainable Deepfake DetectionDetection Framework

  4. Robust Workflow Generation via Adversarial Learning for Audio Deepfake Detection

    Sep 17, 2026Xiang Li, Pin-Yu Chen, Wenqi WeiAudio Deepfake DetectionAudio

  5. CoRELoop: Parameter-Efficient Controlled Recurrent Refinement for Audio Deepfake Detection

    Sep 17, 2026Kunyu Feng, Yuxiang Wang, Li Wang +2Audio Deepfake DetectionDetection Framework

  6. IMFD: End-to-end Multi-Face Forgery Detection through Instruction-based Large Vision-Language Models

    Sep 17, 2026Dasom Choi, Sangjun Moon, Hyeongchan Im +5Face Forgery DetectionDeepfake Detection

  7. FRAUDSkill: Structured Frozen-Weight Skill Optimization for Audio Anti-Fraud Detection

    Sep 16, 2026Chengxian Hu, Zhiming Ma, Mingjun Pan +9Audio Deepfake DetectionFraud Detection

  8. TeleAntiFraud 2.0: A Refreshable, Profile-Grounded, and Audio-Based Benchmark for Telecom Fraud Detection

    Sep 16, 2026Huiyuan Liu, Zhiming Ma, Yanxing Liu +11Fraud DetectionAudio Deepfake Detection

  9. FROD: Feature Matching Residual Denoising Oracle Bone Decipher

    Sep 15, 2026Yanbin Hou, Biao Xiong, Guojun Xu +4LatinDiffusion Refinement

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

    Sep 15, 2026Simone Teglia, Irene AmeriniExplainable Deepfake DetectionDeepfake Detection

  11. The Latent That Never Was: A Forensic Re-run of the CVAE Ablation in Action Chunking Transformers

    Sep 15, 2026Bo KangLatent ActionsVariational Autoencoder

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

    Sep 15, 2026Minu Kim, Ji Sub Um, Hoirin KimAudio Deepfake DetectionSelf-Supervised Speech Models

  13. Graph Attention Design Choices Matter: A Controlled Study of LoRA-Adapted Audio Anti-Spoofing

    Sep 14, 2026Haoyu Wang, Jing Yang, Chenyu Liu +7Spoofed SpeechAudio

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

    Sep 14, 2026Chenxi Yang, Yassine Ouzar, Larbi BoubchirExplainable Deepfake DetectionRemote Photoplethysmography

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

    Sep 11, 2026Karish Gupta, Matthew Alex, Alex Li +6PolicingTextvqa

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

    Sep 11, 2026Achim von Stryk, Janis KeuperExplainable Deepfake DetectionDeepfake Detection

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

    Sep 9, 2026Soumyadeep RoyAudio Deepfake DetectionCross-Lingual Voice Cloning

  18. What Makes Adversarial Examples Transfer Across Deepfake Detectors?

    Sep 9, 2026Rafael M. Mamede, Pedro C. Neto, Ana F. SequeiraExplainable Deepfake DetectionDeepfake Detection

  19. Audio Deepfake Detection Using Temporal Coherence Analysis

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

  20. 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 DetectionDiscrete Speech Representations

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

    Sep 8, 2026Mengzhe Geng, Yujia Lu, Manuela Kunz +1Audio Deepfake DetectionSpeaker Verification Performance

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

    Sep 7, 2026Xuechao Zou, Yi Zhou, Kai Li +4Explainable Deepfake DetectionDeepfake Detection

  23. DF26: We Cannot Tell Fake From Real Anymore

    Sep 7, 2026Severyn Shykula, Andrii Yermakov, Ivan Samarskyi +3Explainable Deepfake DetectionFake News

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

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

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

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

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

    Sep 3, 2026Taehoon Kim, Jongwook Choi, Heejae Jo +2Explainable Deepfake DetectionDeepfake Detection

  27. CRAW: Codec Robust Audio Watermarking

    Sep 2, 2026David Chernin, Ethan FetayaNeural Audio CodecsWatermarking

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

    Sep 1, 2026Laurent Bindschaedler, Quentin Botha, Christoph SiebenbrunnerAction TracesIncident Response

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

    Sep 1, 2026Sejuti Basu, Ashima Sood, Vijay Kumar +1Deepfake DetectionEfficientnet Encoder

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

    Sep 1, 2026Lucas Cunha, Lucas Sotomaior, Lucas Gasperin +3Face Forgery DetectionVisual Degradation

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

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

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

    Sep 1, 2026Siyu Li, Jin Yang, Weiheng LiangDigital ForensicsMismatch

  33. 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 DetectionFacial Animation

  34. SegWave: Wavelet-Driven Segmentation of Tampered Regions

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

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

    Aug 31, 2026Suhyeon Ha, Woo Jae Kim, Joonsung Jeon +2Face Forgery DetectionInpainting

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

    Aug 31, 2026Yassine El Kheir, Xin Wang, Wanqing Ge +3Audio Deepfake DetectionAudio Encoders

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

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

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

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

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

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

  40. Tracing Provenance and Detecting Tampering with Complementary LLM Watermarks

    Aug 13, 2026Xiaoyan Feng, Yanjun Zhang, He Zhang +2Large Language Model WatermarksMachine-Generated Text Detection

  41. 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

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

    Aug 11, 2026Bowei Liu, Zheng Lu, Yuhan Bian +8ForgeriesTemporal Grounding

  43. Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds

    Aug 10, 2026Fei Zhao, Peiyuan Zhang, Xi Li +2Adversarial ExamplesContrastive

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

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

  45. Foundation Models are Implicit Deepfake Detectors

    Aug 10, 2026Stefan Smeu, Dragos-Alexandru Boldisor, Elisabeta Oneata +1Explainable Deepfake DetectionDeepfake Detection

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

    Aug 9, 2026Sangiya PararajasinghamFacial RecognitionSpoofed Speech

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

    Aug 8, 2026Yichun Yeh, Yiheng Li, Xiaobo Hu +2Fake News DetectionMultimodal Reasoning

  48. 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 ForensicsMultimedia Forensics

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

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

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

    Aug 6, 2026Runrui Li, Lin Zhu, Hua HuangHandwritten Text RecognitionFace Forgery Detection

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

    Aug 5, 2026Orazio Pontorno, Luca Guarnera, Zahid Akhtar +1Explainable Deepfake DetectionDual-Domain Equivariant Generative Adversarial Network

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

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

  53. 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 HomayounMultimedia ForensicsIncident Response

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

    Aug 4, 2026Wei Song, Yuxin Cao, Zhenchang Xing +4WatermarkingDeepfake Detection

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

    Aug 4, 2026Pei Li, Sihan Chen, Delong Ran +1Explainable Deepfake DetectionVideos

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

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

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

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

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

    Aug 3, 2026Xiaoke Yang, Haixu Song, Xiangyu Lu +2Explainable Deepfake DetectionDeepfake Detection

  59. 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

  60. 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 DetectionDetection Framework