DualSMC combines filtering and planning for continuous POMDPs.
problem Handling multi-modal state distributions and uncertainty in continuous POMDPs.
method DualSMC network that combines SMC for filtering and planning, with adversarial particle filter and uncertainty-dependent policy.
result DualSMC effectively handles complex observations and remains interpretable.