Abdul Khadar Jilani

Stop trusting underwater robots blindly: this framework uses lightweight transformers to sniff out rogue agents in the Internet of Underwater Things, boosting detection accuracy by 21.7%.

Blockchain-enforced human oversight can significantly reduce false alarms in AI-driven wildfire monitoring without sacrificing detection performance, offering a path to more trustworthy disaster response systems.