3 papers
cs.DB2025
TranSQL+: Serving Large Language Models with SQL on Low-Resource Hardware
Wenbo Sun, Qiming Guo, Wenlu Wang +1
Deploying Large Language Models (LLMs) on resource-constrained devices remains challenging due to limited memory, lack of GPUs, and the complexity of existing runtimes. In this pap…
cs.PF2025
CEBench: A Benchmarking Toolkit for the Cost-Effectiveness of LLM Pipelines
Wenbo Sun, Jiaqi Wang, Qiming Guo +3
Online Large Language Model (LLM) services such as ChatGPT and Claude 3 have transformed business operations and academic research by effortlessly enabling new opportunities. Howev…
cs.LG2025
Ilargi: a GPU Compatible Factorized ML Model Training Framework
Wenbo Sun, Rihan Hai
The machine learning (ML) training over disparate data sources traditionally involves materialization, which can impose substantial time and space overhead due to data movement and…