Teams of autonomous agents, including large language model (LLM) agents, must coordinate over scarce and unreliable wireless links. We propose goal-oriented semantic communication (GOSC), a closed-loop co-design that jointly decides what each agent sends, when it sends it, and how reliably it is transmitted, based on e...
Farhad Rezazadeh, Hatim Chergui, Ling-Jia Liu et al.· 0 citations
An agentic OP framework autonomously reconciles stringent Service Level Agreements (SLAs) while enhancing infrastructure energy efficiency and establishing a scalable blueprint for cross-domain Network-as-a-Service (NaaS) models that align standardised exposure with 6G autonomous requirements.
A unified framework for resilient multi-agent systems is obtained, from which five design principles emerge: a message is evidence of the sender's hidden reasoning; trust is a continuous cognitive Signal-to-Noise Ratio (SNR)---asserted precision over deviation from the modeled peer belief; network-wide consistency and...
Hatim Chergui, Carolina Fernández-Martínez, Mehdi Bennis et al.· 1 citation
X-CODE is an explainable offline MARL that operates offline without environmental interaction, nor inter-agent communication, nor inter-agent communication, and exploits explainability-aware reward shaping to modify the relative preference among joint offline transitions during centralized training to improve decentral...
