@article{x4vallearningneuralsurrogatesforvariance, title = {X4Val: Learning Neural Surrogates for Variance-Reduced Policy Evaluation}, author = {Rachel Luo and Michael Watson and Apoorva Sharma and Heng Yang and Han Qi and Edward Schmerling and Sushant Veer and Boris Ivanovic and Marco Pavone}, year = {2026}, eprint = {2606.05159}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.05159}, }