1 citations · 1 across the 8 of their papers we have counts for
8 papers
Privacy-Preserving Intent Fulfilment and Assurance for 6G RAN
Joss Armstrong
Intent-based network management is the emerging paradigm for 6G service lifecycle automation, with the 3GPP intent management framework (TS~28.312) defining creation, translation,…
Designed-Source Reductions and a Dual-Purpose Feasibility Band for Semantic Rate-Distortion
Joss Armstrong
The joint rate-distortion framework of Stavrou and Kountouris (IEEE Transactions on Communications 2023) characterises dual-fidelity tradeoffs for semantic communication on stochas…
Demo: BeGREEN Intelligence Plane for AI-driven Energy Efficient O-RAN management
M. Catalan-Cid, D. Reiss, G. Castellanos +1
Cellular networks management is being enhanced by O-RAN architecture and AI/ML solutions, enabling automated intelligent control loops for RAN optimization across various use cases…
MARGIN: Runtime Confidence Calibration for Multi-Agent Foundation Model Coordination
Joss Armstrong
Foundation-model pools are increasingly used as black-box responders in coordinated systems where a coordinator must decide which response to trust. Raw self-reported confidence is…
BOHM: Zero-Cost Hierarchical Attribution for Compound AI Systems
Joss Armstrong
Compound AI systems route tasks through hierarchies of specialised components. Attribution is dominated by Shapley-based methods (SHAP), which decompose a coalition value function…
MISES: Minimal Information Sufficiency for Effective Service
Joss Armstrong
Category-based coordination mechanisms allocate resources by mapping a declared service category to a fixed resource profile, without observing individual demand types. We establis…