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

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369 papers

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  1. Inconsistency-aware Multimodal Schrödinger Bridge for Deepfake Localization

    May 22, 2026Jiayu Xiong, Jing Wang, Qi Zhang +2Explainable Deepfake DetectionDeepfake Detection

  2. Eroding Trust in Real Speech: A Large-Scale Study of Human Audio Deepfake Perception

    May 21, 2026Nicolas M. Müller, Wei Herng ChoongAudio Deepfake DetectionFake News

  3. Comparative Evaluation of Deep Learning Models for Fake Image Detection

    May 20, 2026Akhitha Pakala, Mohammed Mahir Rahman, Shahzad Memon +1Explainable Deepfake DetectionDigital Forensics

  4. Gender Differences in AI Literacy Workshop Outcomes and Deepfake Engagement

    May 19, 2026Jake Renzella, Christian Bergh, Natasha Banks +1Artificial Intelligence LiteracyGender

  5. CAMERA: Adapting to Semantic Camouflage in Unsupervised Text-Attributed Graph Fraud Detection

    May 19, 2026Junjun Pan, Yixin Liu, Yu Zheng +3Fraud DetectionGeneralist Graph Anomaly Detection

  6. DocQT: Improving Document Forgery Localization Robustness via Diverse JPEG Quantization Tables

    May 19, 2026Kylian Ronfleux-Corail, Guillaume Bernard, Mickaël Coustaty +1Face Forgery DetectionImage Quality Assessment

  7. EMO-BOOST: Emotion-Augmented Audio-Visual Features for Improved Generalization in Deepfake Detection

    May 19, 2026Aritra Marik, Marcel Klemt, Anna RohrbachExplainable Deepfake DetectionDeepfake Detection

  8. Scalable, Energy-Efficient Optical-Neural Architecture for Multiplexed Deepfake Video Detection

    May 19, 2026Parnian Ghapandar Kashani, Shiqi Chen, Aydogan OzcanExplainable Deepfake DetectionDetection Framework

  9. EnvTriCascade: An Environment-Aware Tri-Stage Cascaded Framework for ESDD2 2026 Challenge

    May 18, 2026Hengyan Huang, Xiaoxuan Guo, Jiayi Zhou +5Audio Deepfake DetectionSpeech Separation

  10. MusicDET: Zero-Shot AI-Generated Music Detection

    May 18, 2026Chaolei Han, Hongsong Wang, Jie GuiMusic GenerationAudio Deepfake Detection

  11. Escaping the Linearity Trap: Manifold Detours for Black-Box Adversarial Attacks on Singing Audio Deepfake Detection

    May 18, 2026Yifan Liao, Yule Liu, Zhen Sun +5Audio Deepfake DetectionSinging Voice Conversion

  12. Profiling the Voice: Speaker-Specific Phoneme Fingerprinting for Speech Deepfake Detection

    May 18, 2026Jun Xue, Tong Zhang, Zhuolin Yi +4Audio Deepfake DetectionSpoofed Speech

  13. Deepfake Detection in Social Media: A Temporal Artifact Analysis Using 3D Convolutional Neural Networks

    May 17, 2026Mohammadreza Rashidi, Raja Hashim Ali, Sami Ur RahmanExplainable Deepfake DetectionDeepfake Detection

  14. Artificial Intelligence can Recognize Whether a Job Applicant is Selling and/or Lying According to Facial Expressions and Head Movements Much More Correctly Than Human Interviewers

    May 17, 2026Hung-Yue Suen, Kuo-En Hung, Che-Wei Liu +2Facial Expression RecognitionInterviews

  15. CAM-VFD: Cross-Attention Multimodal Video Forgery Detection

    May 16, 2026Hoda Osama Elkhodary, Sherin Mostafa Youssef, Marwa Elshenawy +1Explainable Deepfake DetectionDeepfake Detection

  16. OmniVL-Guard Pro: A Tool-Augmented Agent for Omnibus Vision-Language Forensics

    May 16, 2026Jinjie Shen, Zheng Huang, Yuchen Zhang +7Face Forgery DetectionDigital Forensics

  17. Towards Generalized Image Manipulation Localization via Score-based Model

    May 16, 2026Yunfei Wang, Bo Du, Zhe Yang +4Multimedia Forensics

  18. Watermarks Attack Watermarks: Re-Watermarking as a Generic Removal Strategy

    May 16, 2026Maria Bulychev, Neil G. Marchant, Benjamin I. P. RubinsteinWatermarksWatermarking

  19. LinAlg-Bench: A Forensic Benchmark Revealing Structural Failure Modes in LLM Mathematical Reasoning

    May 15, 2026Shradha Agarwal, Deepak Rajbhar, Tariq JMathematical ReasoningErrors

  20. GenShield: Unified Detection and Artifact Correction for AI-Generated Images

    May 15, 2026Zhipei Xu, Xuanyu Zhang, Youmin Xu +5Ai-Generated Image DetectionDigital Forensics

  21. ReAlign: Generalizable Image Forgery Detection via Reasoning-Aligned Representation

    May 15, 2026Qing Huang, Zhipei Xu, Xuanyu Zhang +2Ai-Generated Image DetectionFace Forgery Detection

  22. Exploring Vision-Language Models for Online Signature Verification: A Zero-Shot Capability Study

    May 14, 2026Marta Robledo-Moreno, Ruben Vera-Rodriguez, Ruben Tolosana +1Online Signature VerificationLarge Vision Language Models

  23. Reduce the Artifacts Bias for More Generalizable AI-Generated Image Detection

    May 14, 2026Yiheng Li, Yang Yang, Zichang Tan +3Ai-Generated Image DetectionForgeries

  24. Venus-DeFakerOne: Unified Fake Image Detection & Localization

    May 13, 2026GuangJian TeamFace Forgery DetectionForgeries

  25. Backbone is All You Need: Assessing Vulnerabilities of Frozen Foundation Models in Synthetic Image Forensics

    May 13, 2026Chiara Musso, Joy Battocchio, Andrea Montibeller +1Explainable Deepfake DetectionAdversarial Examples

  26. FRAME: Forensic Routing and Adaptive Multi-path Evidence Fusion for Image Manipulation Detection

    May 12, 2026Kaixiang Zhao, Tianrun Yu, Aoxu Zhang +3Multimedia ForensicsDigital Forensics

  27. The Deepfakes We Missed: We Built Detectors for a Threat That Didn't Arrive

    May 12, 2026Shaina RazaDeepfake DetectionThreat Models

  28. EDGER: EDge-Guided with HEatmap Refinement for Generalizable Image Forgery Localization

    May 12, 2026Minh-Khoa Le-Phan, Minh-Hoang Le, Minh-Triet Tran +1Face Forgery DetectionInpainting

  29. The Alpha Blending Hypothesis: Compositing Shortcut in Deepfake Detection

    May 11, 2026Andrii Yermakov, Jan Cech, Mario Fritz +1Explainable Deepfake DetectionDeepfake Detection

  30. MFVLR: Multi-domain Fine-grained Vision-Language Reconstruction for Generalizable Diffusion Face Forgery Detection and Localization

    May 11, 2026Yaning Zhang, Tianyi Wang, Zan Gao +3Face Forgery DetectionBlind Face Restoration

  31. Only Train Once: Uncertainty-Aware One-Class Learning for Face Authenticity Detection

    May 11, 2026Qingchao Jiang, Zhenxuan Hou, Zhiying Zhu +3Face Forgery DetectionDeepfake Detection

  32. PGID: Progressive Guided Inversion and Denoising for Robust Watermark Detection

    May 10, 2026Minh Quoc Duong, Chun Tong Lei, Chun Pong LauWatermarksWatermarking

  33. Micro-Defects Expose Macro-Fakes: Detecting AI-Generated Images via Local Distributional Shifts

    May 10, 2026Boxuan Zhang, Jianing Zhu, Qifan Wang +2Ai-Generated Image DetectionDigital Forensics

  34. Field-Localized Forgery Detection for Digital Identity Documents

    May 9, 2026Abhishek Kumar, Riya Tapwal, Carsten Maple +1Face Forgery DetectionIdentity

  35. Towards Trustworthy Audio Deepfake Detection: A Systematic Framework for Diagnosing and Mitigating Gender Bias

    May 9, 2026Aishwarya Fursule, Shruti Kshirsagar, Anderson R. AvilaAudio Deepfake DetectionAcoustic Representation

  36. FraudBench: A Multimodal Benchmark for Detecting AI-Generated Fraudulent Refund Evidence

    May 9, 2026Xinyu Yan, Boyang Chen, Jiaming Zhang +12Ai-Generated Image DetectionAuthenticity

  37. EditSleuth: A Dataset of Grounded Reasoning Chains for Image-Edit Forensics

    May 9, 2026Van-Loc Nguyen, AprilPyone MaungMaung, Minh-Triet Tran +1Multimedia ForensicsImage Editing

  38. Exposing and Mitigating Temporal Attack in Deepfake Video Detection

    May 8, 2026Zheyuan Gu, Minghao Shao, Zhen Wang +4Explainable Deepfake DetectionDigital Forensics

  39. Towards multi-modal forgery representation learning for AI-generated video detection and localization

    May 8, 2026Dat Le, Khoa Nguyen, Xin Wang +1Face Forgery DetectionHigh-Fidelity Video Generation

  40. Decoupling Semantics and Fingerprints: A Universal Representation for AI-Generated Image Detection

    May 8, 2026Zhiyuan Wang, Yanxiang Chen, Pengcheng Zhao +2Ai-Generated Image DetectionForgeries

  41. Dimensional Coactivation for Representational Consistency in Frozen Vision Foundation Models

    May 7, 2026Izaldein Al-Zyoud Abdulmotaleb El SaddikExplainable Deepfake DetectionFrozen Vision-Language Models

  42. Quantum Kernels for Audio Deepfake Detection Using Spectrogram Patch Features

    May 7, 2026Lisan Al Amin, Rakib Hossain, Mahbubul Islam +2Audio Deepfake DetectionMel-Frequency Cepstral Coefficient

  43. Beyond Seeing Is Believing: On Crowdsourced Detection of Audiovisual Deepfakes

    May 6, 2026Michael Soprano, Andrea Cioci, Stefano MizzaroExplainable Deepfake DetectionDeepfake Detection

  44. Reward-Decomposed Reinforcement Learning for Immersive Video Role-Playing

    May 6, 2026Miao Wang, Yuling Shi, Yijiang Li +8Role-Playing AgentsVirtual Reality

  45. Detecting Deepfakes via Hamiltonian Dynamics

    May 6, 2026Harry Cheng, Ming-Hui Liu, Tianyi Wang +3Explainable Deepfake DetectionDeepfake Detection

  46. Deepfake Audio Detection Using Self-supervised Fusion Representations

    May 5, 2026Khalid Zaman, Qixuan Huang, Muhammad Uzair +1Audio Deepfake DetectionDiscrete Speech Representations

  47. Enhancing Self-Supervised Talking Head Forgery Detection via a Training-Free Dual-System Framework

    May 5, 2026Ke Liu, Jiwei Wei, Shuchang Zhou +5Face Forgery DetectionDetection Framework

  48. Phoneme-Level Deepfake Detection Across Emotional Conditions Using Self-Supervised Embeddings

    May 4, 2026Vamshi Nallaguntla, Shruti Kshirsagar, Anderson R. AvilaAudio Deepfake DetectionPhoneme-Level Analysis

  49. Digital Image Forgery Detection Using Transfer Learning

    May 4, 2026Fatma Betul Buyuk, Gozde Karatas Baydogmus, Ali Buldu +2Face Forgery DetectionDigital Forensics

  50. Toward Fine-Grained Speech Inpainting Forensics:A Dataset, Method, and Metric for Multi-Region Tampering Localization

    May 4, 2026Tung Vu, Yen Nguyen, Hai Nguyen +2Audio Deepfake DetectionCross-Lingual Voice Cloning

  51. Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection

    May 2, 2026Tianxiao Li, Zhenglin Huang, Haiquan Wen +10Explainable Deepfake DetectionMultimodal Benchmarks

  52. CSGuard: Toward Forgery-Resistant Watermarking in Diffusion Models via Compressed Sensing Constraint

    May 2, 2026Jiewei Lai, Lan Zhang, Chen Tang +4WatermarkingForgeries

  53. Energy-Based Constraint Networks: Learning Structural Coherence Across Modalities

    May 1, 2026Chirag ShindeExplainable Deepfake DetectionFrozen Encoder

  54. Adaptive Equilibrium: Dynamic Weighting Framework for Generalized Interruption of DeepFake Models

    May 1, 2026Hongrui Zheng, Liejun Wang, Zhiqing GuoExplainable Deepfake DetectionDeepfake Detection

  55. Block-wise Codeword Embedding for Reliable Multi-bit Text Watermarking

    May 1, 2026Joeun Kim, HoEun Kim, Dongsup Jin +1Large Language Model WatermarksWatermarking

  56. Alethia: A Foundational Encoder for Voice Deepfakes

    Apr 30, 2026Yi Zhu, Brahmi Dwivedi, Jayaram Raghuram +1Audio Deepfake DetectionDeepfake Detection

  57. Selfie-Capture Dynamics as an Auxiliary Signal Against Deepfakes and Injection Attacks for Mobile Identity Verification

    Apr 30, 2026Erkka Rantahalvari, Olli Silvén, Zinelabidine Boulkenafet +1AuthenticationDeepfake Detection

  58. GAFSV-Net: A Vision Framework for Online Signature Verification

    Apr 30, 2026Himanshu Singhal, Suresh SundaramOnline Signature VerificationSignatures

  59. AEGIS: A Holistic Benchmark for Evaluating Forensic Analysis of AI-Generated Academic Images

    Apr 30, 2026Bo Zhang, Tzu-Yen Ma, Zichen Tang +18Multimedia ForensicsDigital Forensics

  60. Are DeepFakes Realistic Enough? Exploring Semantic Mismatch as a Novel Challenge

    Apr 30, 2026Sharayu Nilesh Deshmukh, Kailash A. Hambarde, Joana C. Costa +2Explainable Deepfake DetectionDeepfake Detection