Author

Huan-Sheng Ning

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Jul 2026

Artificial Intelligence and Innovation Ecosystem: Evolutionary Developments, Challenges, and Future Directions

The development of the Innovative Ecosystem (IE) presents a new paradigm for economic integration, collaborative advancement, and shared achievements. The rise of Artificial Intelligence (AI) has significantly accelerated the global processes of digitization, informatization, and intelligence. Exploring how AI can leve...

Zhimin Zhang, Cheng-Zhen Ma, Jia Chai et al. · arXiv.org · 0 citations

Review Open access Jul 2026

Mitigating cyberattacks on autonomous vehicles: a comprehensive review of Generative Artificial Intelligence defense techniques

An AV-centric, three-dimensional taxonomy is introduced that classifies defenses along generative architecture, defensive function, and AV-relevant attack surface, explicitly anchoring each study to AV subsystems and operational contexts, and provides a disciplined synthesis that separates study-specific performance fi...

May Phyu Phyu Thaw, D. Sarwatt, Huan-Sheng Ning et al. · Artificial Intelligence Revi... · 0 citations