GMD-AI
General Machine Intelligence for Discovery, Detection, Defense
Discovery
We explore what AI makes possible
Detection
When AI creates, we verify
Defense
Where threats emerge, we stand guard
7
Projects
1
Software
Recent
Beyond Binary Classification: A Semi-supervised Approach to Generalized AI-generated Image Detection
Proceedings of the AAAI Conference on Artificial Intelligence 2026
TriDetect: Semi-supervised Generalized AI-generated Image Detection
A semi-supervised approach that discovers latent architectural patterns within fake images to achieve cross-generator generalization in deepfake detection.
Introducing GMD-AI: Why We Started This Group
The motivation behind GMD-AI and our three-pillar mission: Discovery, Detection, and Defense.
How Effective Are Publicly Accessible Deepfake Detection Tools? A Comparative Evaluation of Open-Source and Free-to-Use Platforms
Under Review at Euro S&P Workshop 2026 2026
Deepfake Detection Across Image, Video, and Audio: A Comprehensive Survey with Empirical Evaluation of Generalization and Robustness
Under review at Springer AI Review 2026
Blockchain-based vs. SQL Database Systems for Digital Twin Evidence Management: A Comparative Forensic Analysis
EAI International Conference on Digital Forensics & Cyber Crime 2025 2025
A survey on proactive deepfake defense: Disruption and watermarking
ACM Computing Surveys 2025
A Survey on Proactive Deepfake Defense: Disruption and Watermarking
A comprehensive survey of proactive deepfake defense strategies including disruption and watermarking approaches across visual and audio modalities.
Revisiting Sparse Mixture of Experts for Resource-adaptive Federated Fine-tuning Foundation Models
ICLR 2025 Workshop on Modularity for Collaborative, Decentralized, and Continual Deep Learning 2025
ToFU: Transforming How Federated Learning Systems Forget User Data
28th European Conference on Artificial Intelligence (ECAI-25) 2025