Smart Sampling: Self-Attention and Bootstrapping for Improved Ensembled Q-Learning

Muhammad Junaid Khan, Syed Hammad Ahmed, Gita Sukthankar

We present a novel method aimed at enhancing the sample efficiency of ensemble Q learning. Our proposed approach integrates multi-head self-attention into the ensembled Q networks…