Derivative Gaussian Processes on a Two-Direction Budget

arXiv:2610.10428 · stat.ML, cs.LG · Submitted 2026-10-07 · Read on arXiv

stat.ML, cs.LG

Submitted: 2026-10-07

Updated: 2026-10-07

Code: https://github.com/hseung88/lite

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 24× in this paper · explained in 1 episode
• Benchmark — 12× in this paper · explained in 2 episodes
• Adam — 8× in this paper · explained in 2 episodes
• Bayesian Optimization — 6× in this paper · explained in 3 episodes
• Regret — 6× in this paper · explained in 4 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Uncertainty Quantification — 1× in this paper · explained in 9 episodes

Related papers

• Behavior of prediction performance metrics with rare events
• Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs
• A Posterior-Dynamics Framework for Imaging Inverse Problems with Pretrained Diffusion Priors
• Scalable Posterior Uncertainty for Flexible Density-Based Clustering
• Efficient quadratic entropy with distance sketches
• Embedding-Bias in Conditional Independence Testing