Author

Kai Li

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2026

Privacy-Preserving Energy Sharing Over Converged Communication-Energy-Compute Networks

The rapid growth of edge cloud infrastructure introduces new challenges in managing energy consumption data while ensuring privacy during energy trading. Existing studies focused on smart metering privacy, local electricity markets, and privacy-aware control, whereas privacy-preserving cloudlet energy trading with batt...

Li-Wan Qi, Li Xiong, Bo-Chun Wu et al. · IEEE Transactions on Network... · 0 citations

Review Aug 2026

When Agentic AI Meets Integrated Sensing and Communication

This survey unifies the literature within a six-stage closed-loop framework comprising observation, contextualization, reasoning and prediction, planning and orchestration, execution and collaboration, and feedback and resilience and uses this framework to review advances in multimodal intelligence, large language mode...

Kai Li, Cong-Gai Li, S. A. Siddiqui et al. · 1 citation

Preprint Aug 2026

FedLNS: Leverage LayerNorm Signature Modeling to Mitigate Adversarial Manipulation in Federated LLMs

FedLNS represents each client update through changes in trainable normalization-layer parameters and screens suspicious updates against a robust, history-aware cross-client reference, and achieves lower test perplexity than the strongest of six baselines for all three architectures under both IID (independently and ide...

Kai Li, Jong-Ik Park, Carlee Joe-Wong et al. · 0 citations