BeliefGraph-JEPA: Structured Latent World Models for Action-Conditioned Time Series
Action-conditioned time-series forecasting requires accounting for how future actions and exogenous forcings influence multiple targets through partially observed effects with different delays and persistence. Direct conditioning leaves the evolution and target-specific influence of these effects implicit in the predic...