2 papers
cs.LG2026
Two-Stage Grid Optimization for Group-wise Quantization of LLMs
Junhan Kim, Gukryeol Lee, Seungwoo Son +2
Group-wise quantization is an effective strategy for mitigating accuracy degradation in low-bit quantization of large language models (LLMs). Among existing methods, GPTQ has been…
cs.DS2023
Improved Learning-Augmented Algorithms for the Multi-Option Ski Rental Problem via Best-Possible Competitive Analysis
Yongho Shin, Changyeol Lee, Gukryeol Lee +1
In this paper, we present improved learning-augmented algorithms for the multi-option ski rental problem. Learning-augmented algorithms take ML predictions as an added part of the…