D2C-HRHR: Discrete Actions with Double Distributional Critics for High-Risk-High-Return Tasks

Jundong Zhang, Yuhui Situ, Fanji Zhang +2

Tasks involving high-risk-high-return (HRHR) actions, such as obstacle crossing, often exhibit multimodal action distributions and stochastic returns. Most reinforcement learning (…