Cross-regularization: Adaptive Model Complexity through Validation Gradients. - Carlos Stein Brito (ICML, 2025)

World Models as Reference Trajectories for Rapid Motor Adaptation. - Carlos Stein Brito; Daniel McNamee (CoRR, 2025)

Geometric-Aware Variational Inference: Robust and Adaptive Regularization with Directional Weight Uncertainty. - Carlos Stein Brito (CoRR, 2025)

Twin-Boot: Uncertainty-Aware Optimization via Online Two-Sample Bootstrapping. - Carlos Stein Brito (CoRR, 2025)

Direct Learning of Calibration-Aware Uncertainty for Neural PDE Surrogates. - Carlos Stein Brito (CoRR, 2026)

Scaling of learning time for high dimensional inputs. - Carlos Stein Brito (CoRR, 2026)