@article{llmsashighdimensionalnonlinearautoregres, title = {LLMs as High-Dimensional Nonlinear Autoregressive Models with Attention: Training, Alignment and Inference}, author = {Vikram Krishnamurthy}, year = {2026}, eprint = {2602.00426}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.00426}, }