Search Results for author: Huixin Zhang

Found 3 papers, 0 papers with code

Lattice Convolutional Networks for Learning Ground States of Quantum Many-Body Systems

no code implementations15 Jun 2022 Cong Fu, Xuan Zhang, Huixin Zhang, Hongyi Ling, Shenglong Xu, Shuiwang Ji

Based on the proposed lattice convolutions, we design lattice convolutional networks (LCN) that use self-gating and attention mechanisms.

A Deep Graph Neural Networks Architecture Design: From Global Pyramid-like Shrinkage Skeleton to Local Link Rewiring

no code implementations1 Jan 2021 Gege Zhang, Gangwei Li, Weining Shen, Huixin Zhang, Weidong Zhang

Expressivity plays a fundamental role in evaluating deep neural networks, and it is closely related to understanding the limit of performance improvement.

Node Classification

Spherical Interpolated Convolutional Network with Distance-Feature Density for 3D Semantic Segmentation of Point Clouds

no code implementations27 Nov 2020 Guangming Wang, Yehui Yang, Huixin Zhang, Zhe Liu, Hesheng Wang

In this paper, a spherical interpolated convolution operator is proposed to replace the traditional grid-shaped 3D convolution operator.

3D Semantic Segmentation

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