Simeng Liu — accepted AI-conference papers

2024

LinguaLinked: Distributed Large Language Model Inference on Mobile Devices

Junchen Zhao, Yurun Song, Simeng Liu, Ian G. Harris, Sangeetha Abdu Jyothi

ACL 2024system demonstrations

Deploying Large Language Models (LLMs) locally on mobile devices presents a significant challenge due to their extensive memory requirements. In this paper, we introduce LinguaLinked, a system for decentralized, distributed LLM inference on mobile devices. LinguaLinked enables collaborative executio…

Cited by 6 Source ↗PDF ↗Scholar ↗

2016

Mixture of Bilateral-Projection Two-Dimensional Probabilistic Principal Component Analysis

Fujiao Ju, Yanfeng Sun, Junbin Gao, Simeng Liu, Yongli Hu, Baocai Yin

CVPR 2016poster

The probabilistic principal component analysis (PPCA) is built upon a global linear mapping, with which it is insufficient to model complex data variation. This paper proposes a mixture of bilateral-projection probabilistic principal component analysis model (mixB2DPPCA) on 2D data. With multi-compo…

Cited by 5 PDF ↗Scholar ↗