SDPRLayers: Certifiable Backpropagation Through Polynomial Optimization Problems in Robotics
Differentiable optimization is a powerful new paradigm capable of reconciling model-based
and learning-based approaches in robotics. However, the majority of robotics optimization …
and learning-based approaches in robotics. However, the majority of robotics optimization …
Learning covariances for estimation with constrained bilevel optimization
We consider the problem of learning error covariance matrices for robotic state estimation.
The convergence of a state estimator to the correct belief over the robot state is dependent …
The convergence of a state estimator to the correct belief over the robot state is dependent …