We are presenting two papers at the New Frontiers of Learning, Control, and Dynamics Workshop, ICML 2023.

In the first work, Vector Quantile Regression on Manifolds, we extend the notion of conditional vector quantile functions to data on manifolds.

In the second work, Continuous Vector Quantile Regression, we propose a continuous formulation to vector quantile regression which allows for accurate, scalable, differentiable, invertible estimation of nonlinear conditional vector quantile functions.