@article{quantumneuralphysicssolvingpartialdiffer, title = {Quantum Neural Physics: Solving Partial Differential Equations on Quantum Simulators using Quantum Convolutional Neural Networks}, author = {Jucai Zhai and Muhammad Abdullah and Boyang Chen and Fazal Chaudry and Paul N. Smith and Claire E. Heaney and Yanghua Wang and Jiansheng Xiang and Christopher C. Pain}, year = {2026}, eprint = {2603.24196}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.24196}, }