@article{reinforcementlearningviavaluegradientflo, title = {Reinforcement Learning via Value Gradient Flow}, author = {Haoran Xu and Kaiwen Hu and Somayeh Sojoudi and Amy Zhang}, year = {2026}, eprint = {2604.14265}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.14265}, }