3 papers
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…
cs.PF2024
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.PF2023
Accelerating Machine Learning Queries with Linear Algebra Query Processing
Wenbo Sun, Asterios Katsifodimos, Rihan Hai
The rapid growth of large-scale machine learning (ML) models has led numerous commercial companies to utilize ML models for generating predictive results to help business decision-…