@article{atwophasedeeplearningframeworkfor, title = {A Two-Phase Deep Learning Framework for Adaptive Time-Stepping in High-Speed Flow Modeling}, author = {Jacob Helwig and Sai Sreeharsha Adavi and Xuan Zhang and Yuchao Lin and Felix S. Chim and Luke Takeshi Vizzini and Haiyang Yu and Muhammad Hasnain and Saykat Kumar Biswas and John J. Holloway and Narendra Singh and N. K. Anand and Swagnik Guhathakurta and Shuiwang Ji}, year = {2025}, eprint = {2506.07969}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.07969v1}, }