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Jiang-Tao Meng

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Open access Aug 2026

Nitrogen-Doped Carbon Composites Embedded with Cu/Co Species Derived from Metal-Functionalized Ionic Liquids: Design and Supercapacitive Performance

Although traditional carbon-based supercapacitor electrode materials exhibit good cycling stability and conductivity, their specific capacitance and energy density are limited by the dual-layer capacitor storage mechanism, making it difficult to satisfy the growing demand for high-performance energy storage. Consequent...

Jiao Wu, Ling-Xia Liu, Liu Liu et al. · 0 citations
Open access Jun 2026

Failure-Based Testing for Deep Reinforcement Learning Agents

Deep Reinforcement Learning (DRL) agents have been widely adopted across diverse domains to address challenging decision-making problems, such as autonomous driving and robotic control. Given that many of these applications are safety- and security-critical, rigorous testing of DRL agents is indispensable. Existing tes...

Weibin Lin, Jiangtao Meng, Zheng Zheng · 0 citations

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