279 citations · 495 across the 7 of their papers we have counts for
7 papers
Unsupervised Object Representation Learning using Translation and Rotation Group Equivariant VAE
Alireza Nasiri, Tristan Bepler
In many imaging modalities, objects of interest can occur in a variety of locations and poses (i.e. are subject to translations and rotations in 2d or 3d), but the location and pos…
SoundCLR: Contrastive Learning of Representations For Improved Environmental Sound Classification
Alireza Nasiri, Jianjun Hu
Environmental Sound Classification (ESC) is a challenging field of research in non-speech audio processing. Most of current research in ESC focuses on designing deep models with sp…
Active learning based generative design for the discovery of wide bandgap materials
Rui Xin, Edirisuriya M. D. Siriwardane, Yuqi Song +4
Active learning has been increasingly applied to screening functional materials from existing materials databases with desired properties. However, the number of known materials de…
NODE-SELECT: A Graph Neural Network Based On A Selective Propagation Technique
Steph-Yves Louis, Alireza Nasiri, Fatima J. Rolland +2
While there exists a wide variety of graph neural networks (GNN) for node classification, only a minority of them adopt mechanisms that effectively target noise propagation during…
High-throughput discovery of novel cubic crystal materials using deep generative neural networks
Yong Zhao, Mohammed Al-Fahdi, Ming Hu +4
High-throughput screening has become one of the major strategies for the discovery of novel functional materials. However, its effectiveness is severely limited by the lack of quan…
Global Attention based Graph Convolutional Neural Networks for Improved Materials Property Prediction
Steph-Yves Louis, Yong Zhao, Alireza Nasiri +4
Machine learning (ML) methods have gained increasing popularity in exploring and developing new materials. More specifically, graph neural network (GNN) has been applied in predict…
Machine Learning based prediction of noncentrosymmetric crystal materials
Yuqi Song, Joseph Lindsay, Yong Zhao +5
Noncentrosymmetric materials play a critical role in many important applications such as laser technology, communication systems,quantum computing, cybersecurity, and etc. However,…