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. Beware What You Autocomplete: Forensic Attribution of Backdoored Code Completions

    Jul 9, 2026Anjun Gao, Yueyang Quan, Zhuqing Liu +1Backdoor AttacksCode Completion

  2. Face-trace: Open-Set Attribution and Progressive Discovery of Synthetic Face Generators

    Jul 8, 2026Alessia Infantino, Claudio Schiavella, Irene AmeriniSynthetic Image DetectionFacial Recognition

  3. Why Fake ? Unveiling the Semantic Vocabulary of Deepfake Detectors

    Jul 8, 2026Vazgken Vanian, Alexandros Doumanoglou, Dimitris ZarpalasExplainable Deepfake DetectionDeepfake Detection

  4. Ensemble Deep Learning Approaches for AI-Altered Video Detection

    Jul 8, 2026Laiba Khan, Hung-Mao Wu, Wei Lin +3Explainable Deepfake DetectionDeep Learning

  5. Temporal Modeling of Optically Variable Devices in Identity Documents

    Jul 7, 2026Glen Pouliquen, Joseph Chazalon, Guillaume Chiron +3AuthenticationFace Forgery Detection

  6. VendorBench-100: A Unified Cross-Paradigm Benchmark for Deepfake Image Detection

    Jul 7, 2026Sharayu N. Deshmukh, Md Rashidunnabi, Nelton Tiago Gemo +3Explainable Deepfake DetectionDetection Framework

  7. Format-Controlled Multi-Scale JPEG Compression Response Analysis for Image-Level Forgery Screening

    Jul 7, 2026Sujith K MandalaFace Forgery DetectionLearned Image Compression

  8. SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation

    Jul 6, 2026Linxi Li, Yuncong Yu, Qianwei Guo +3Audio Deepfake DetectionDeepfake Detection

  9. Retroactive Chain-of-Thought (RetroCoT): Forensic Reconstruction Prompts as a Safety Diagnostic Across Model Generations

    Jul 6, 2026Samira HajizadehLarge Language Model SafetyEfficient Chain-Of-Thought Reasoning

  10. G2VD: Generalizable AI-Generated Video Detection via Counterfactual Intervention and Causal Disentanglement

    Jul 6, 2026Meng Du, Hongchang Chen, Ran Li +3Video Anomaly UnderstandingForgeries

  11. EVAS: Efficient Multimodal Temporal Forgery Localization via Audio-Visual Synergy and Steered Boundary Calibration

    Jul 5, 2026Shen Shen, Quan Zhang, Dan Jiang +1Face Forgery DetectionVideo Temporal Grounding

  12. When and why do handcrafted cues help self-supervised anti-spoofing? A causal and faithfulness analysis

    Jul 5, 2026Yugwon WonSpoofed SpeechWav2Vec

  13. SGF-CDNet: A Consistency-Discrepancy Graph Network over Semantic-Geometric Fused Nodes for Face Forgery Detection

    Jul 4, 2026Jiayao Jiang, Bin Liu, Nenghai YuFace Forgery DetectionDeepfake Detection

  14. Ghosts Beneath Textures: Texture-Relation Cues for Cross-Paradigm AI-Generated Image Detection

    Jul 4, 2026Haoyu Wang, Yiming Qin, Zhongjie Ba +4Ai-Generated Image DetectionImage Generation

  15. XPlainVerse: A Million-Scale Benchmark for Explainable Deepfake Detection

    Jul 3, 2026Abhijeet Narang, Kartik Kuckreja, Shreya Ghosh +3Explainable Deepfake DetectionDeepfake Detection

  16. DETECT-3B-Omni is Agnostic of Content and Demographics

    Jul 3, 2026Nicolas M. Müller, Aditya Tirumala Bukkapatnam, Dominik Schnieders +1Audio Deepfake DetectionSpeaker Identity

  17. Abductive Corroboration of Probabilistic AI Models for Forensic Synthetic Media Detection

    Jul 3, 2026Junade AliSynthetic Image DetectionDigital Forensics

  18. An Intervention-Based Framework for Shortcut Diagnosis in Spoofing Countermeasures

    Jul 3, 2026Santiago Rubio, Pilar Bello, Dayana Ribas +3Spoofed SpeechDeepfake Detection

  19. SafeGuard: A Multi-Agent Perception-Reasoning Framework for Social-Risk AI-Generated Video Detection

    Jul 3, 2026Wenlin Wu, Sheng Zhou, Peipei Song +3Video Anomaly UnderstandingFine-Grained Video Understanding

  20. Pmeta-TLA: Backdoor Attacks for Speech Classification Models via Meta-Learning with Timbre Leakage Attack

    Jul 2, 2026Yueming Huang, Wenhan Yao, Fen Xiao +2Backdoor AttacksDiscrete Speech Representations

  21. From Forgeries to Foundation Models: A Systematic Survey of Identity Document Attack and Detection

    Jul 1, 2026Gourab Das, Pavan Kumar C, Raghavendra RamachandraForgeriesThreat Models

  22. CHARLIE: An On-Premise Multi-Agent Retrieval-Augmented Generation System for Evidential Reasoning in Forensic Science

    Jul 1, 2026Leandro D. Carneiro, Andre L. S. Meirelles, Juliano de A. Gomes +1Digital ForensicsMultimedia Forensics

  23. Diffusion-Based Multi-Class Normality for OOD Detection: An Application to CDP Authentication

    Jul 1, 2026Bolutife Atoki, Iuliia Tkachenko, Bertrand Kerautret +1Out-Of-Distribution DetectionFace Forgery Detection

  24. Phantom: A Unified Face-Swap Deepfake Protection Framework with Latent and Spatial Constraints

    Jun 30, 2026Jungkon Kim, Cheolseung Jung, Jong-Min Choi +1Explainable Deepfake DetectionAdversarial Examples

  25. Linguistic Bias Mitigation for Spoofing Detection via Gradient Reversal and A Variational Information Bottleneck

    Jun 30, 2026Anh-Tuan Dao, Driss Matrouf, Mickael Rouvier +1Spoofed SpeechLinguistics

  26. Probing-Guided Layer Selection from Self-Supervised Speech Models for Generalizable Audio Deepfake Detection

    Jun 29, 2026Marjan Beheshti, Majid Rostami, Bo ChenAudio Deepfake DetectionSelf-Supervised Speech Models

  27. Detecting Audio Deepfakes on the Edge:Lightweight SSL-Based Detection in a Browser Plugin

    Jun 29, 2026Octavian Pascu, Dan Oneata, Horia Cucu +1Audio Deepfake DetectionDeepfake Detection

  28. Forensic Trajectory Signatures for Agent Memory Poisoning Detection

    Jun 29, 2026Jun Wen LeongDigital ForensicsTask-Relevant Evidence

  29. μμFlow: Leveraging Average Images for Improving Generalisation of Deepfake Faces Detectors

    Jun 29, 2026Orazio Pontorno, Mattia Litrico, Luca Guarnera +2Explainable Deepfake DetectionDeepfake Detection

  30. Proteus: Automated Adversarial Robustness Testing for Audio Deepfake Detectors

    Jun 28, 2026Nicolas M. Müller, Aditya Tirumala Bukkapatnam, Zohaib AhmedAudio Deepfake DetectionDetection Framework

  31. The Calibrated Deepfake Trust Score (CDTS): Competence-Coupled Trust Degradation Across Deepfake Detectors

    Jun 28, 2026Md Anas BiswasExplainable Deepfake DetectionDeepfake Detection

  32. Clustering Unsupervised Representations as Defense against Poisoning Attacks on Speech Commands Classification System

    Jun 27, 2026Thomas Thebaud, Sonal Joshi, Henry Li +4Data PoisoningNoisy Labels

  33. Defeat Devices in AI Systems

    Jun 27, 2026Emilio FerraraArtificial Intelligence SafetyArtificial Intelligence Systems

  34. Generative AI Literacy Training Improves Intelligence Analysts' Discrimination of Real and AI-Generated Images

    Jun 26, 2026Negar Kamali, Candice Rockell Gerstner, Jessica Hullman +1Ai-Generated Image DetectionDeepfake Detection

  35. AI-Generated Image Recognition via Fusion of CNNs and Vision Transformers

    Jun 26, 2026Xuan-Bach Mai, Hoang-Minh Nguyen-Huu, Quoc-Nghia Nguyen +3Synthetic Image DetectionAuthenticity

  36. Perception, Verdict, and Evolution: Hindsight-Driven Self-Refining Forensics Agent for AI-Generated Image Detection

    Jun 25, 2026Yangjun Wu, Keyu Yan, Yu Liu +5Ai-Generated Image DetectionDeepfake Detection

  37. What Do Deepfake Benchmarks Measure? An Audit Using Frozen Self-Supervised Representations

    Jun 24, 2026Samuel Pagon, Yixuan Shen, Vishal Asnani +1Explainable Deepfake DetectionAudio Deepfake Detection

  38. Model Forensics: Investigating Whether Concerning Behavior Reflects Misalignment

    Jun 24, 2026Aditya Singh, Gerson Kroiz, Senthooran Rajamanoharan +1MisalignmentDigital Forensics

  39. Transferable Attack against Face Swapping in an Extended Space

    Jun 24, 2026Mingzhi Lyu, Yi Huang, Jun Xie +3Deepfake DetectionAdversarial Examples

  40. Supervised Post-training of Speech Foundation Models for Robust Adaptation in Speech Deepfake Detection

    Jun 24, 2026Zihan Pan, Sailor Hardik, Jinyang WuAudio Deepfake DetectionSpoofed Speech

  41. ForensicsTok: Forensics-Guided Tokenized Modeling for Image Tampering Localization

    Jun 23, 2026Lei Xu, Haowei Wang, Shen Chen +3Face Forgery DetectionDigital Forensics

  42. Poster: Exploring the Limits of Audio-Based Detection of Turkish Phone Call Scams

    Jun 23, 2026Arda Eren, Micheal Cheung, Youqian Zhang +2Audio Deepfake DetectionLow-Resource Languages

  43. Trustworthy Image Authentication using Forensic Knowledge Graphs

    Jun 22, 2026Tai D. Nguyen, Matthew C. StammDigital ForensicsAdversarial Examples

  44. The Watermark Shortcut: How Provenance Marking Sabotages Audio Deepfake Detection

    Jun 22, 2026Nicolas M. Müller, Pascal DebusAudio Deepfake DetectionWatermarking

  45. LoCC: Detection and Localization of Lip-Syncing Deepfakes via Counterfactual Frame Consistency

    Jun 22, 2026Soumyya Kanti Datta, Shan Jia, Siwei LyuExplainable Deepfake DetectionDeepfake Detection

  46. Black-Box Forensics for Conversational LLM Agents

    Jun 21, 2026Isadora White, Yasaman Jafari, Taylor Berg-KirkpatrickLarge Language Model AgentsLanguage Model Evasion Attacks

  47. Learning to Evade: Adaptive Attacks on Audio Watermarking

    Jun 21, 2026Weikang Ding, Hanqing Guo, Rui Duan +4WatermarkingWatermarks

  48. Efficient Document Tampering Localization with Multi-Level Discrepancy Features and Unified DCT-Quantization Embedding

    Jun 21, 2026Mohamed Dhouib, Ye Zhu, Sonia Vanier +1Face Forgery DetectionMultimodal Diffusion Transformers

  49. Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake

    Jun 19, 2026Orchid Chetia Phukan, Girish, Mohd Mujtaba Akhtar +1Audio Deepfake DetectionNeural Audio Codecs

  50. When EER Hides Deployment Failure: Auditing Threshold Transfer and Unlabeled Score Calibration for Speech Deepfake Detectors

    Jun 19, 2026Jingwen Zhou, Mingzhe WangAudio Deepfake DetectionEqual Error Rate

  51. SEED: Simple ViT and Evolving Harness for Explainable Text Forgery Detection

    Jun 19, 2026Kahim Wong, Kemou Li, Yiming Chen +2Face Forgery DetectionDigital Forensics

  52. SARIF: Segment Anything for Robust Image Forensics

    Jun 19, 2026Dong-Hyun Moon, Ju-Hyeon Nam, Sang-Chul LeeFace Forgery DetectionMultimedia Forensics

  53. FlowFake: Liquid Networks for Audio Deepfake Detection

    Jun 17, 2026Shivaay Dhondiyal, Divyansh Sharma, Dinesh Kumar VishwakarmaAudio Deepfake DetectionFake News

  54. A Multi-Domain Benchmark for Detecting AI-Generated Text-Rich Images from GPT-Image-2

    Jun 17, 2026Yijin Wang, Shuyi Wang, Wenhan Zhang +1Ai-Generated Image DetectionImage Generation

  55. When AUC Misleads: Polarization-Aware Evaluation of Deepfake Detectors under Domain Shift

    Jun 17, 2026Dat Nguyen, Cosmin Radoi, Romain Hermary +4Explainable Deepfake DetectionDeepfake Detection

  56. GRIDEX: Grid-Grounded Forensic Explanations for Deepfake Spectrogram Analysis

    Jun 17, 2026Thi Ngan Ha Do, Tingmin Wu, Alsharif Abuadbba +1Audio Deepfake DetectionDigital Forensics

  57. Forged Calamity: Benchmark for Cross-Domain Synthetic Disaster Detection in the Age of Diffusion

    Jun 17, 2026Duc-Manh Phan, Quoc-Duy Tran, Duy-Khang Do +9Synthetic Image DetectionText-To-Image Diffusion Models

  58. A Prototypical Signature Approach for Writer-Independent Offline Signature Verification

    Jun 16, 2026Kecia G. de Moura, Robert Sabourin, Rafael M. O. CruzOnline Signature VerificationDistributional Signatures

  59. Robust Spoofed Speech Detection via Temporal Pyramid Modeling

    Jun 15, 2026Mahtab Masoudi Nezhad, Nima KarimianSpoofed SpeechFeature Pyramid Networks

  60. Beyond Artifacts: Towards Generalizable Synthetic Song Detection via Music-Intrinsic Features

    Jun 15, 2026Yan Han, Zhibin Wen, Yuan Wang +4Music GenerationAudio Deepfake Detection