2 papers
cs.LG2025
LLM-Barber: Block-Aware Rebuilder for Sparsity Mask in One-Shot for Large Language Models
Yupeng Su, Ziyi Guan, Xiaoqun Liu +6
Large language models (LLMs) have seen substantial growth, necessitating efficient model pruning techniques. Existing post-training pruning methods primarily measure weight importa…
cs.LG2024
APTQ: Attention-aware Post-Training Mixed-Precision Quantization for Large Language Models
Ziyi Guan, Hantao Huang, Yupeng Su +3
Large Language Models (LLMs) have greatly advanced the natural language processing paradigm. However, the high computational load and huge model sizes pose a grand challenge for de…