arxivstat.MLcs.LGeess.SP2026-07-13
Dynamic Online Processor-Native Inference for State Estimation
Sensor-rich data-driven applications increasingly use Bayesian approaches to infer latent states of dynamic systems from noisy sensor measurements and physical models. Yet the computation of the likelihood remains an essential bottleneck for accurate posteriors and performant inf…