Author

Huixiang Zhang

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2026

A Topology-Aware LLM-Augmented Digital Twin Framework for Scalable IoT Device Management

The growing scale and dynamic nature of Internet of Things (IoT) deployments demand management approaches that can maintain accurate system awareness. Existing large language models (LLMs) can reduce the interface burden of network management. However, without explicit grounding in the physical system state, they may g...

Hui-Xiang Zhang, Faria Khandaker, Mahzabeen Emu · IEEE Transactions on Network... · 0 citations

Preprint Jul 2026

Do Latent Channels Actually Communicate? A Causal Audit of Latent Multi-Agent LLM

Self-substitution comparisons further show that example-specific content and other-agent value are distinct and show that aggregate accuracy does not identify how a latent message affects the receiver and motivate controlled message comparisons as a standard evaluation for latent communication.

Huixiang Zhang, Mahzabeen Emu · 3 citations