@article{archllmtamingllmsforneuralarchitecture, title = {Arch-LLM: Taming LLMs for Neural Architecture Generation via Unsupervised Discrete Representation Learning}, author = {Deshani Geethika Poddenige and Sachith Seneviratne and Damith Senanayake and Mahesan Niranjan and PN Suganthan and Saman Halgamuge}, year = {2025}, eprint = {2503.22063}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.22063v1}, }