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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Ji'an Lei

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Conference Aug 2026

A Transcendent Spatio-Temporal Multi-Agent Collaborative Blockchain (MAC-Chain) with Information-Theoretic Privacy

The integration of artificial intelligence and blockchain has become a mainstream paradigm for decentralized service deployment, yet most existing works simply stack multiple models without rigorous causal and information-theoretic justification. To address this arbitrary ensemble issue, this paper proposes a mathemati...

Jian Lei, Cheng-Zu Dong, Li-Sha Yu · 0 citations
#machine learning Preprint Aug 2026

TACIT-Switch: Cost-Aware Model Escalation for LLM Agents from Censored Supervision

This method learns permanent handoff policies from accumulated trajectory evidence and Teacher-Annotated Censored Intervention Times (TACIT) and represents each annotation as an interval-censored observation on a cumulative-risk scale and achieves the highest held-out success among learned policies on both ALFWorld and...

Ji'an Lei, Jian Huang · 1 citation

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