activity
20162023
most citedGeom-GCN: Geometric Graph Convolutional Networks

119 citations · 139 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2023★ 2 cited

Robust Visual Question Answering: Datasets, Methods, and Future Challenges

Jie Ma, Pinghui Wang, Dechen Kong +4

Visual question answering requires a system to provide an accurate natural language answer given an image and a natural language question. However, it is widely recognized that pre…

cs.LG2020★ 4 cited

Curvature Regularization to Prevent Distortion in Graph Embedding

Hongbin Pei, Bingzhe Wei, Kevin Chen-Chuan Chang +2

Recent research on graph embedding has achieved success in various applications. Most graph embedding methods preserve the proximity in a graph into a manifold in an embedding spac…

cs.LG2020★ 119 cited

Geom-GCN: Geometric Graph Convolutional Networks

Hongbin Pei, Bingzhe Wei, Kevin Chen-Chuan Chang +2

Message-passing neural networks (MPNNs) have been successfully applied to representation learning on graphs in a variety of real-world applications. However, two fundamental weakne…

cs.CV2018★ 4 cited

Identity Preserving Generative Adversarial Network for Cross-Domain Person Re-identification

Jialun Liu

Person re-identification is to retrieval pedestrian images from no-overlap camera views detected by pedestrian detectors. Most existing person re-identification (re-ID) models ofte…

stat.ML2017★ 9 cited

Group Sparse Bayesian Learning for Active Surveillance on Epidemic Dynamics

Hongbin Pei, Bo Yang, Jiming Liu +1

Predicting epidemic dynamics is of great value in understanding and controlling diffusion processes, such as infectious disease spread and information propagation. This task is int…

cs.SI2016★ 1 cited

Early Warning of Human Crowds Based on Query Data from Baidu Map: Analysis Based on Shanghai Stampede

Jingbo Zhou, Hongbin Pei, Haishan Wu

Without sufficient preparation and on-site management, the mass scale unexpected huge human crowd is a serious threat to public safety. A recent impressive tragedy is the 2014 Shan…