AGQ: Action-Guided Ultra-Low-Bit Quantization for Vision-Language-Action Models.

arXiv:2610.33074v1 Announce Type: cross Abstract: Vision-language-action (VLA) models enable robots to perform tasks specified through natural-language instructions, but their large weight footprint challenges deployment on memory-constrained onboard platforms