2 papers
cs.HC2026
MultiMental-IAS: A Multimodal Driver Mental State Analysis Dataset for Context-Aware Non-IID Evaluation
Baran Can Gül, Nagendra Pal Singh, Anjana Arvind Naik
Robust driver-state modelling requires synchronized physiological, behavioural, and contextual signals, yet existing open resources typically target a single cognitive state, omit…
cs.CR2026
SecureDrive-FL: Joint Differential Privacy and Gradient-Aware Selective Homomorphic Encryption for Federated Driver Monitoring
Baran Can Gül, Hanuma Siddhartha Tunuguntla, Anjana Arvind Naik +3
Federated Learning (FL) enables privacy-aware distributed training, yet gradient updates remain exploitable: Man-in-the-Middle (MitM) interception exposes updates in transit, while…