FoldQuantVLA: Native Low-Bit Quantization of Vision-Language-Action Models via Consistent Folding

Hung T. Ho, Khanh D. Nguyen, Quang D. Nguyen +5

Low-bit vision-language-action inference must reduce observation-to-action latency while preserving robot behavior. We present FoldQuantVLA, a post-training quantization framework…