AINeutralarXiv – CS AI · 5h ago6/10
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LLM-Based Agentic Negotiation for 6G: Addressing Uncertainty Neglect and Tail-Event Risk
Researchers propose a risk-aware framework for LLM-based agents in 6G networks that addresses uncertainty neglect bias by using Digital Twins and Conditional Value-at-Risk (CVaR) to evaluate tail-event risks instead of relying on simple averages. The framework eliminates SLA violations and reduces extreme latencies by up to 51.7% while maintaining sub-1.5-second inference times on consumer GPU hardware.
🏢 Nvidia