The first simulation toolkit designed explicitly for non-stationary stochastic control processes

We propose a non-stationary structural causal bandit framework that models intervention propagation over time via temporal causal models, and introduce POMIS$^+$ to identify non-myopic strategies maximizing long-term rewards.

We propose NS-EGNN, which is capable of modeling non-stationary physical dynamics with equivariance.