Learning Sensor Noise With a Small Classical Filter

A simple estimator learned an unknown sensor scale within 256 observations. We report its cost, the limits of a filter bank, and why we closed the research cycle.

ai-research, bayesian-filtering, gaussian-mixtures, uncertainty-quantification, model-evaluation

A Bayesian Filter Repair That Did Not Pass the Full Test

A geometric Gaussian merge removed a large density error within budget. A separate guardrail still failed, while scalar recovery remained unresolved.

ai-research, bayesian-filtering, nonlinear-filtering, gaussian-mixtures, model-evaluation