Manuel Haussmann

Stein Variational Distributional Reinforcement Learning: Score-Guided Particles for Multivariate Return Distributions

Decisions that weigh several reward signals against each other require the joint distribution of the return vector. Categorical critics scale exponentially in the reward dimension, and quantiles have no canonical multivariate analogue. Multivariate distributional critics therefore represent each return distribution by...