A new AI model learns to "think" longer on hard problems, achieving more robust reasoning and better generalization to novel, unseen tasks.

In this article, an energy efficiency (EE) optimization problem for non-orthogonal multiple access (NOMA) assisted STAR-RIS downlink network is investigated. Due to the fractional form of the ...

In cooperative multiagent reinforcement learning (MARL), centralized training with decentralized execution (CTDE) has recently attracted more attention due to the physical demand. However, the most ...

Reinforcement learning with convex constraints, Paper, Code (Accepted by NeurIPS 2019) Reward constrained policy optimization, Paper, Not Find Code (Accepted by ICLR 2019) ...