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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369 papers

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

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

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

    Aug 2, 2026Muhammad Yousaf Rehman, Muhammad IslamMachine-Generated Text DetectionTrustworthy Artificial Intelligence

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

    Aug 1, 2026Kwok-Ho Ng, Tingting Song, Bingwen Feng +1Audio Deepfake DetectionDiscrete Speech Representations

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

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

  5. The K-Space Signature: Frequency-Domain Representation Learning for Medical Deepfake Detection

    Jul 31, 2026Riccardo Raciti, Francesco Guarnera, Francesco Rundo +2Explainable Deepfake DetectionMedical Image Generation

  6. Authorship Verification of Transcribed German-Language Videos

    Jul 31, 2026Oren Halvani, Sophie TitzeSpeaker Verification PerformanceAuthorship

  7. Progressive Decision-Making for Localizing Open-Ended AI-Generated Image Forgeries

    Jul 31, 2026Jingyi Hou, Xiaoxia Chen, Leyu Zhou +2ForgeriesLocalization Methods

  8. Retrieval-Driven Training-Free AI-Generated Video Attribution

    Jul 31, 2026Renxi Cheng, Chaolei Han, Jie Gui +1Multimedia ForensicsVisual Attribution

  9. Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning

    Jul 30, 2026Muhammad Umar Farooq, Kutub Uddin, Awais Khan +1Explainable Deepfake DetectionDeepfake Detection

  10. HyperClaim: Fine-Grained Cross-Modal Hypergraph Reasoning for Video Misinformation Detection

    Jul 30, 2026Xiangbo Wang, Jiasheng Zhang, Xingtong Yu +2Misinformation DetectionAuthenticity

  11. Teffic-Audio: Tell Fact from Fiction

    Jul 30, 2026Wan Lin, Li Wang, Jindong Wang +2Audio Deepfake DetectionExplainable Deepfake Detection

  12. AI and Authenticity in Islamic Research: A Critical Evaluation of Generative AI Reliability, Hallucination, and Source Fidelity in Quranic, Hadith, and Fiqh Knowledge

    Jul 30, 2026Muhammad Sajjad AkbarGenerative Artificial IntelligenceAuthenticity

  13. Temporal Poisoning: Clean-Label Backdoors via Event Redistribution in SNNs

    Jul 30, 2026Roberto Riaño, Gorka Abad, Stjepan Picek +1Spiking Neural NetworksBackdoor Attacks

  14. DECODE: Tackling Representation and Decision Degradation in Continual AI-Generated Image Detection

    Jul 30, 2026Zihao Cai, Xinghan Li, Ruiyan Yang +3Ai-Generated Image DetectionDigital Forensics

  15. Improved Robustness in AI-Generated Music Detection

    Jul 29, 2026Emile Dugelay, Thomas Barand, Aurélien Laouar +3Music GenerationAudio Deepfake Detection

  16. InkShield: Writing Style Protection Against Unauthorized Handwriting Mimicry

    Jul 29, 2026Jian Xiong, Wenbo Jiang, Zihan Wang +4Handwritten Text RecognitionForgeries

  17. FakeIDet3-DB: Refining Digital Attacks and Patch Extraction for Secure ID Benchmarking

    Jul 29, 2026Muñoz-Haro Javier, Teruel Andres, Tolosana Ruben +4Digital ForensicsAnonymization

  18. EgoSafe: A First-Person Mobile-Captured Benchmark for Visual Safety Understanding

    Jul 29, 2026Yuyun Chen, Tianao Li, TianQuan Feng +4Large Vision Language ModelsSafeguard

  19. Audio-Anchored Fusion of Multi-Ratio DiT Reconstruction Residuals for Cross-Domain Audio Deepfake Detection

    Jul 29, 2026Haotian Mo, Jie Liu, Siqi Shen +8Audio Deepfake DetectionMultimodal Diffusion Transformers

  20. FAS-R1: A Unified Multi-Task MLLM for Reasoning Face Anti-Spoofing

    Jul 29, 2026Hongyang Wang, Yichen Shi, Hongrui Li +3Spoofed SpeechAuthenticity

  21. BG-REAL: A Public Real-Data Anchored Benchmark for Background Manipulation Detection and Localization

    Jul 28, 2026Bugra Alperen Uluirmak, Rifat KurbanMultimedia ForensicsSynthetic Samples

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

    Jul 28, 2026Can Wang, Yuhao Wang, Yushe Cao +2Deepfake DetectionDigital Forensics

  23. TIGA: Trajectory-Injected Generative Attack against Black-box AIGC Detectors

    Jul 28, 2026Xia Du, Zhuosen Bao, Zheng Lin +4Digital ForensicsAdversarial Examples

  24. Adversarial Deepfake Generation and an Investigation of Purification-Based Adversarial Detection

    Jul 28, 2026Junghyun Kim, Seunghyun Kim, Jiyoung WooDeepfake DetectionAdversarial Examples

  25. Less is More: Modality-Decoupling for General AIGC Audio-Video Detection

    Jul 28, 2026Jielun Peng, Yabin Wang, Yaqi Li +3Deepfake DetectionAi-Generated

  26. Cascade Forgery Mining Network for Fingerprint Presentation Attack Detection

    Jul 27, 2026Hongyan Fei, Chuanwei Huang, Zheng Wang +3Face Forgery DetectionFingerprint

  27. ISPCloak: Weaponizing ISP for Optimization-Free Physical Camouflage against Deepfake Detectors

    Jul 24, 2026Jiale Zhao, Jiajun Wan, Lei Tang +3Deepfake DetectionCamouflage

  28. Probing Speaker Identity Sensitivity in Audio Deepfake Detectors

    Jul 23, 2026Daniyal Kabir Dar, Arun RossAudio Deepfake DetectionSpeaker Identity

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

    Jul 23, 2026Viola Negroni, Xin Wang, Wanying Ge +3Audio Deepfake DetectionSpeaker Recognition

  30. Explainable Deepfake Detection Challenge

    Jul 23, 2026Abhijeet Narang, Kartik Kuckreja, Shreya Ghosh +4Explainable Deepfake DetectionDeepfake Detection

  31. DINO-VPT: Hierarchical Visual Prompt Tuning for Joint Physical-Digital Face Anti-Spoofing

    Jul 23, 2026Pierre Gallin-Martel, Mika Feng, Koichi Ito +1Spoofed SpeechAdversarial Examples

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

    Jul 22, 2026Yixuan Xiao, Ngoc Thang VuAudio Deepfake DetectionDiscrete Speech Representations

  33. GLID: Gated Local Intrinsic Dimension Repairs the Blind Spots of Face-Forgery Detectors

    Jul 21, 2026Guang Yang, Fengchen LiuFace Forgery DetectionGenerative Adversarial Network

  34. Adversarial Robustness of Phishing Email Detection: A Comparative Study of TF-IDF + Logistic Regression and Fine-Tuned DistilBERT

    Jul 20, 2026Tanveer Ahmed, Seyedali PourmoafilPhishingModernbert

  35. Simple Domain Generalization for Strong Pixel-Level Image Tampering Detection in Modern VLMs

    Jul 20, 2026Yi Tang, Xinyi Shang, Jiacheng Cui +12Face Forgery DetectionMultimodal Domain Generalization

  36. Time-Frequency Consistency Learning for Robust Speech Deepfake Detection

    Jul 20, 2026Jun Xue, Zhuolin Yi, Yanzhen Ren +6Audio Deepfake DetectionActive Motor Noise Cancellation

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

    Jul 19, 2026Pamela Kirui, Cho Hyuk, Qingzhong Liu +1Explainable Deepfake DetectionDeepfake Detection

  38. Quantifying Diversity of Thought: A Predictive Law of Weighted LLM Ensemble Lift

    Jul 19, 2026Junade AliEnsembleDiversity

  39. InfoDense: Density-Aware Regional Decisive Replay for Memory-Efficient Incremental Face Forgery Detection

    Jul 18, 2026Jikang Cheng, Hao Shen, Xueyi Zhang +4Face Forgery DetectionForgeries

  40. AI Watermark Evidence Fails Forensic Readiness: An Empirical Evaluation

    Jul 17, 2026Saifur Rahman Tamim, Amir Labib KhanLarge Language Model WatermarksWatermarking

  41. Component-Level Ensemble Fusion for Speech and Environmental Sound Deepfake Detection

    Jul 17, 2026André Runewicz, Karla Schäfer, Martin SteinebachAudio Deepfake DetectionFace Forgery Detection

  42. The Third Competition on Document Forgery Detection on ID-Cards and Passports

    Jul 17, 2026Juan E. Tapia, Mario Nieto, Juan M. Espin +4Face Forgery DetectionAttack Paper

  43. SpeechGuard: Online Defense against Backdoor Attacks on Speech Recognition Models

    Jul 17, 2026Jinwen Xin, Xixiang LvBackdoor AttacksAudio Deepfake Detection

  44. Clean-Reference Streaming Detection of Lens Occlusion and Photometric Transitions for Camera Tamper Monitoring

    Jul 16, 2026Bo Ma, WeiQi Yan, Jinsong WuVideo SurveillanceVision Sensors

  45. DNA: Dual-stage Native Attribution for Generated Image Source Tracing

    Jul 15, 2026Chao Wang, Kejiang Chen, Zijin Yang +4Digital ForensicsVisual Attribution

  46. Continuously Evolving Deepfake Detection: An Architecture and Public-Benchmark Evaluation of a Dynamic Detection System

    Jul 14, 2026Ken Jon Miyachi, Dylan UysExplainable Deepfake DetectionDeepfake Detection

  47. Watermark Forensics for Generative Models: An Information-Theoretic Perspective

    Jul 14, 2026Xiaoyu Li, Zheng Gao, Xiaoyan Feng +3WatermarkingWatermarks

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

    Jul 14, 2026Mattia Tamiazzo, Simone Milani, Massimo Iuliani +1Audio Deepfake DetectionMultimedia Forensics

  49. Traceback Translators Against Forgetting in Continual Fake Speech Detection

    Jul 14, 2026Enrico Gottardis, Mattia Tamiazzo, Simone MilaniAudio Deepfake DetectionForgetting

  50. 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 DetectionSelf-Supervised Speech Models

  51. Video Transformer for Remote Identity Document Hologram Detection

    Jul 13, 2026Joris Voerman, Nicolas Sidere, Jean-Christophe BurieAuthenticationAuthenticity

  52. When is the combined load identifiable from a stress-intensity profile? A coupled forward-inverse study on SIFBench finite-element data

    Jul 12, 2026Giansalvo Cirrincione, Filippo GrassiaInverse ProblemFinite Element Method

  53. Detecting AI-Generated Video: A Vision-Language Dual-View Survey

    Jul 12, 2026Dylan Xinming Hou, Juntian Zhang, Xu Gu +5Agentic Video GenerationAi-Generated Image Detection

  54. PC-Mix: Partial-Component Audio Spoofing Detection under Mixed Speech and Environmental Sound Conditions

    Jul 11, 2026Zhenshan Zhang, Xueping Zhang, Linxi Li +2Spoofed SpeechMix

  55. What You Train Is What You Get: Gender Bias, Training Composition, and Post-Hoc Mitigation in Audio Deepfake Detection

    Jul 10, 2026Aishwarya R. Fursule, Vamshi Nallaguntla, Shruti Kshirsagar +1Audio Deepfake DetectionWav2Vec

  56. A Dual-Stream Challenge-Response Protocol for Ocular Liveness Verification

    Jul 10, 2026Ismail KablyBiometricsDeepfake Detection

  57. Normalisation-Based Likelihood Ratio Estimation for Forensic Authorship Verification

    Jul 10, 2026Sadie Barlow, Andrea Nini, Edoardo ManinoAuthorshipMultimedia Forensics

  58. HumanForge: A Human-Centric Deepfake Video Benchmark with Multi-Agent Forgery Rationales

    Jul 9, 2026Wenbo Xu, Zhimin Chen, Xiaojie Liang +2Multimedia ForensicsProfiling

  59. 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 DetectionSpoofed Speech

  60. Unified Face Attack Detection via Fine-Grained Semantic Guidance

    Jul 9, 2026Ning Jiang, Shijie Yu, Dingheng Zeng +4Face Forgery DetectionForgeries