The Importance Of Evaluation In The Reinforcement Learning Revolution

We celebrate RL breakthroughs, but behind the hype lies a brittle foundation: evaluation. Without it, progress risks being ...
IEEE

On the Challenges of Quantum Circuit Encoding Using Deep and Reinforcement Learning

Abstract: Quantum computers may solve some computing tasks more efficiently than classical com- puters, but to do so requires the design of appropriate quantum circuits. However, it is hard to design ...
IEEE

Artificial Intelligence in UAV Flight Controls: Deep Reinforcement Learning Based Altitude-Hold Strategies for Fixed-Wing UAVs

Abstract: This paper implements a deep reinforcement learning (DRL) based flight control system for a fixed-wing uncrewed aerial vehicle (UAV). Unlike conventional flight control methods, DRL does not ...