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 ...

The Future of Investing: How Artificial Intelligence Is Reshaping Stock Analysis And Portfolio Management

Artificial Intelligence is reshaping the future of investing by turning data into actionable insights. From predicting market ...
IEEE

Broad Critic Deep Actor Reinforcement Learning for Continuous Control

Abstract: In the domain of continuous control, deep reinforcement learning (DRL) demonstrates promising results. However, the dependence of DRL on deep neural networks (DNNs) results in the demand for ...
NextBigFuture

AI Legend Sutton Wrote the Bitter Lesson- Gives His Suggestions for True Continual Learning

Sutton believes Reinforcement Learning is the Path to to Intelligence via Experience. Sutton defines intelligence as the computational part of the ability to achieve goals. It is rooted in a stream of ...
IEEE

Improving Exploration in Deep Reinforcement Learning for Incomplete Information Competition Environments

Abstract: The sparse reward problem widely exists in multi-agent deep reinforcement learning, preventing agents from learning optimal actions and resulting in inefficient interactions with the ...