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Author

Ping Zhang

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2026

Electromagnetic Environment Knowledge Construction and Channel Prediction: A Model-Data Dual-Driven Approach Toward 6G Digital Twin Channel

To meet the urgent demand for high-fidelity and interpretable channel modeling in sixth-generation (6G) wireless communication networks, digital twin channel (DTC) has emerged as a key enabling technology for achieving intelligent environmental perception and dynamic interaction. However, existing DTC implementation me...

Ke Peng, Nan Ma, Kai-Heng Zhang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

A Mathematical Theory of Pragmatic Information

We propose a mathematical theory of pragmatic information that connects communication, control, and decision-making. Its central notion is the isoteleia mapping, which formalizes equifinality: distinct semantic paths that lead to the same optimal action are treated as pragmatically equivalent. This mapping yields a thr...

Kai Niu, Ping Zhang · 0 citations
Jul 2026

Skillsets on the Chain: A Blockchain-Based Zero-Trust Framework for Agentic AI Networking

Experimental results on a hardware prototype demonstrate that compared with no-blockchain trust-by-default baselines, the zero-trust overhead of TrustAgentNet is dominated by off-chain inference, while the blockchain layer incurs minor ledger costs via the ledger-IPFS storage and on/off-chain integration design.

Yayu Gao, Yong Xiao, Hao Hu et al. · 0 citations

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