Quantization plays a crucial role in deploying Large Language Models (LLMs) in resource-constrained environments. However, the presence of outlier features significantly hinders low-bit quantization.

usage: run.py [-h] [--dataset DATASET] [--root ROOT] [--code-length CODE_LENGTH] [--max-iter MAX_ITER] [--topk TOPK] [--gpu GPU] ITQ_PyTorch optional arguments: -h ...

Abstract: Robot skill reconfiguration often disrupts system continuity in dynamic flexible production systems, particularly in mixed-model assembly. To address this challenge, this article proposes ...

A Calverton property owner charged with improperly storing compost at a 45-acre farm agreed to pay a $5,630 fine after pleading guilty to Riverhead Town code violations, town officials said. Riverhead ...

Abstract: Low-bitrate speech coding plays an essential role in speech transmission and storage. However, speech quality degrades noticeably at low bitrates with current coding methods. Therefore, this ...