Moirai: Towards Optimal Placement for Distributed Inference on Heterogeneous Devices

1 code implementation • 7 Dec 2023 • Beibei Zhang, Hongwei Zhu, Feng Gao, Zhihui Yang, Sean Xiaoyang Wang

This paper presents Moirai that better exploits runtime inter-operator fusion in a model to render a coarsened computation graph, reducing the search space while maintaining the inter-operator optimization provided by inference backends.

Dual-CLVSA: a Novel Deep Learning Approach to Predict Financial Markets with Sentiment Measurements

no code implementations • 27 Jan 2022 • Jia Wang, Hongwei Zhu, Jiancheng Shen, Yu Cao, Benyuan Liu

It is a challenging task to predict financial markets.

CLVSA: A Convolutional LSTM Based Variational Sequence-to-Sequence Model with Attention for Predicting Trends of Financial Markets

no code implementations • 8 Apr 2021 • Jia Wang, Tong Sun, Benyuan Liu, Yu Cao, Hongwei Zhu

Financial markets are a complex dynamical system.

MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures

1 code implementation • 26 Feb 2021 • Luyan Liu, Zhiwei Wen, Songwei Liu, Hong-Yu Zhou, Hongwei Zhu, Weicheng Xie, Linlin Shen, Kai Ma, Yefeng Zheng

Considering the scarcity of medical data, most datasets in medical image analysis are an order of magnitude smaller than those of natural images.

Image Segmentation Medical Image Segmentation +2