Tatsuhiro Araki

Prediction-based sign placement using QA sampling

We present a pedestrian-flow forecasting and sign-placement workflow that leverages quantum annealing (QA) not as an optimizer, but as a sampler of individual trajectories. To reconstruct latent crowd dynamics from sparse measurements, we formulate a quadratic unconstrained binar...