@article{tamingthelosslandscapeofpinnswithnoisyfe, title = {Taming the Loss Landscape of PINNs with Noisy Feynman-Kac Supervision: Operator Preconditioning and Non-Asymptotic Error Bounds}, author = {Nathanael Tepakbong and Hanyu Hu and Chengyu Liu and Xiang Zhou}, year = {2026}, eprint = {2606.00643}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.00643}, }