5 papers
A Game-Theoretic Framework for Incentive-Compatible AI training Under Renewable-Energy Constraints
Konstantinos Varsos, Ramin Khalili, Adamantia Stamou +2
As artificial intelligence systems increasingly rely on distributed and collaborative training, the energy footprint of these processes becomes a shared responsibility. Modern AI t…
Greening AI Inference with Accuracy and Latency-aware User Incentives
Vasilios A. Siris, Adamantia Stamou, George D. Stamoulis +2
The widespread use of AI services has raised concerns for its environmental sustainability, towards which recent studies have identified carbon emissions of AI inference as the maj…
Incentivising green video streaming through a 2-tier subscription model with carbon-aware rewards
Vasilios A. Siris, Adamantia Stamou, George D. Stamoulis +1
We investigate incentives for reducing the carbon emissions of video streaming that depend on the energy consumption of segments in the end-to-end video delivery path, the carbon i…
User Acceptance Model for Smart Incentives in Sustainable Video Streaming towards 6G
Konstantinos Varsos, Adamantia Stamou, George D. Stamoulis +1
The rapid growth of 5G video streaming is intensifying energy consumption across access, core, and data-center networks, underscoring the critical need for energy and carbon-effici…
Optimal Energy-Aware Service Management in Future Networks with a Gamified Incentives Mechanism
Konstantinos Varsos, Adamantia Stamou, George D. Stamoulis +1
As energy demands surge across ICT infrastructures, service providers must engage users in sustainable practices while maintaining the Quality of Experience (QoE) at acceptable lev…