Backpropagation-Based Analytical Derivatives of EKF Covariance for Active Sensing: Enhancing Robot State Estimation

The author introduces novel backpropagation analytical equations to compute gradients for EKF covariance, leading to significant speedups in computation and improved accuracy in perception-aware path planning.