Yizhuo Lei

BeMapper: BicNet and evolutionary-based multi-agent path planning with effective reinforcement.

BeMapper is a novel evolutionary-augmented reinforcement learning framework that integrates a multi-agent bidirectionally-coordinated network (BicNet) with a distributed actor-critic architecture that incorporates success rate variance to penalize unstable behaviors and resolve credit assignment ambiguity.