@article{datafreepinnsforcompressibleflowsmitigat, title = {Data-Free PINNs for Compressible Flows: Mitigating Spectral Bias and Gradient Pathologies via Mach-Guided Scaling and Hybrid Convolutions}, author = {Ryosuke Yano}, year = {2026}, eprint = {2603.01001}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.01001}, }