E8-QAT: Efficient 2-Bit Quantization-Aware Training with Implicit Lattice Codebooks.

arXiv:2610.27699v1 Announce Type: new Abstract: Low-bit quantization reduces the memory footprint of large language models, but preserving accuracy with efficient training remains challenging. Scalar quantization encodes weights independently, while explicit-c