Search Results for author: Huimin Zhang

Found 4 papers, 1 papers with code

FP-GNN: a versatile deep learning architecture for enhanced molecular property prediction

no code implementations8 May 2022 Hanxuan Cai, Huimin Zhang, Duancheng Zhao, Jingxing Wu, Ling Wang

In addition, we analyzed the influence of different molecular fingerprints, and the effects of molecular graphs and molecular fingerprints on the performance of the FP-GNN model.

Molecular Property Prediction Property Prediction

A Multi-Modal States based Vehicle Descriptor and Dilated Convolutional Social Pooling for Vehicle Trajectory Prediction

no code implementations7 Mar 2020 Huimin Zhang, Yafei Wang, Junjia Liu, Chengwei Li, Taiyuan Ma, Chengliang Yin

Secondly, the LSTM encoder is used to encode the historical sequences composed of the vehicle descriptor and a novel dilated convolutional social pooling is proposed to improve modeling vehicles' spatial interactions.

Autonomous Vehicles Decision Making +1

Learning Scalable Multi-Agent Coordination by Spatial Differentiation for Traffic Signal Control

1 code implementation27 Feb 2020 Junjia Liu, Huimin Zhang, Zhuang Fu, Yao Wang

By extending the idea of Markov Chain to the dimension of space-time, this truly decentralized coordination mechanism replaces the graph attention method and realizes the decoupling of the road network, which is more scalable and more in line with practice.

Graph Attention Multi-agent Reinforcement Learning

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