@article{rethinkingmuonbeyondpretrainingspectralf, title = {Rethinking Muon Beyond Pretraining: Spectral Failures and High-Pass Remedies for VLA and RLVR}, author = {Chongyu Fan and Gaowen Liu and Mingyi Hong and Ramana Rao Kompella and Sijia Liu}, year = {2026}, eprint = {2605.19282}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.19282}, }