LinguaLinked: A Distributed Large Language Model Inference System for Mobile Devices

no code implementations • 1 Dec 2023 • Junchen Zhao, Yurun Song, Simeng Liu, Ian G. Harris, Sangeetha Abdu Jyothi

Second, an optimized data transmission mechanism ensures efficient and structured data flow between model segments while also maintaining the integrity of the original model structure.

Language Modelling Large Language Model

Matrix Variate RBM Model with Gaussian Distributions

no code implementations • 21 Sep 2016 • Simeng Liu, Yanfeng Sun, Yongli Hu, Junbin Gao, Bao-Cai Yin

Restricted Boltzmann Machine (RBM) is a particular type of random neural network models modeling vector data based on the assumption of Bernoulli distribution.

General Classification Image Classification

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

no code implementations • CVPR 2016 • Fujiao Ju, Yanfeng Sun, Junbin Gao, Simeng Liu, Yongli Hu

This paper proposes a mixture of bilateral-projection probabilistic principal component analysis model (mixB2DPPCA) on 2D data.

Bayesian Inference Vocal Bursts Valence Prediction