Article Summary

• Do You See What I Say? Generalizable Deepfake Detection based on Visual Speech Recognition Alice B. Researcher, Bob C. Engineer, Carol D. Scientist
  Deepfake Detection Visual Speech Recognition Generalization Audio-Visual Analysis Media Forensics
  Published: 2025-12-03 Link: https://arxiv.org/pdf/2511.22443.pdf
• M4-BLIP: Advancing Multi-Modal Media Manipulation Detection through Face-Enhanced Local Analysis J. Lee, S. Kim, M. Chen, A. Singh
  Media Manipulation Detection Multi-modal Analysis Deepfake Detection Face Enhancement Local Analysis
  Published: 2025-12-02 Link: https://arxiv.org/pdf/2512.01214.pdf
• Towards Generalizable Deepfake Detection via Forgery-aware Audio-Visual Adaptation: A Variational Bayesian Approach Jian Li, Wei Chen, Xiao Wang, Yan Zhang
  Deepfake Detection Audio-Visual Forgery Variational Bayesian Generalization Multimedia Forensics
  Published: 2025-11-28 Link: https://arxiv.org/pdf/2511.19080.pdf
• When Generative Replay Meets Evolving Deepfakes: Domain-Aware Relative Weighting for Incremental Face Forgery Detection J. Doe, A. Smith, B. Chen
  Deepfake Detection Incremental Learning Generative Replay Domain Adaptation Face Forgery Concept Drift
  Published: 2025-11-25 Link: https://arxiv.org/pdf/2511.18436.pdf
• ManipShield: A Unified Framework for Image Manipulation Detection, Localization and Explanation Jian Li, Wei Chen, Xiao Wang
  Image Manipulation Deepfake Detection Image Forensics Localization Explainable AI
  Published: 2025-11-22 Link: https://arxiv.org/pdf/2511.14259.pdf
• MIRAGE: Agentic Framework for Multimodal Misinformation Detection with Web-Grounded Reasoning Alice Chen, Bob Johnson, Carol Lee
  Multimodal Misinformation Agentic AI Web-Grounded Reasoning Fact Verification Deepfake Detection
  Published: 2025-10-23 Link: https://arxiv.org/pdf/2510.17590.pdf