Reinforcement Learning

Carbon-aware decentralized dynamic task offloading in MIMO-MEC networks via multi-agent reinforcement learning

• CADDTO-PPO introduces carbon‑aware decentralized task offloading for MIMO‑MEC networks in. • Uses multi‑agent proximal policy optimization to jointly minimize carbon emissions,

The unseen work of building reliable AI agents

• AI agents must master countless low-level tasks before handling high-level requests. • A simple ‘book vacation’ command triggers hundreds of micro-interactions across legacy syst

Scaling Up Reinforcement Learning for Traffic Smoothing: A 100-AV Highway Deployment

• Deployed 100 RL-controlled AVs on rush‑hour highway to smooth congestion and cut fuel use. • Trained agents in fast, data‑driven simulations to maximize energy efficiency and thr