activity
20152021
most citedT-GCN: A Temporal Graph ConvolutionalNetwork for Traffic Prediction

3.4k citations · 3.5k across the 8 of their papers we have counts for

collaborators

8 papers

cs.LG2021★ 1 cited

Learning by Active Forgetting for Neural Networks

Jian Peng, Xian Sun, Min Deng +8

Remembering and forgetting mechanisms are two sides of the same coin in a human learning-memory system. Inspired by human brain memory mechanisms, modern machine learning systems h…

eess.SY2020★ 3 cited

Bottom-up mechanism and improved contract net protocol for the dynamic task planning of heterogeneous Earth observation resources

Baoju Liu, Min Deng, Guohua Wu +3

Earth observation resources are becoming increasingly indispensable in disaster relief, damage assessment and related domains. Many unpredicted factors, such as the change of obser…

cs.LG2018★ 3.4k cited

T-GCN: A Temporal Graph ConvolutionalNetwork for Traffic Prediction

Ling Zhao, Yujiao Song, Chao Zhang +5

Accurate and real-time traffic forecasting plays an important role in the Intelligent Traffic System and is of great significance for urban traffic planning, traffic management, an…

cs.LG2018★ 3 cited

Overcoming Catastrophic Forgetting by Soft Parameter Pruning

Jian Peng, Jiang Hao, Zhuo Li +5

Catastrophic forgetting is a challenge issue in continual learning when a deep neural network forgets the knowledge acquired from the former task after learning on subsequent tasks…

cs.CV2018★ 71 cited

Learning to Measure Change: Fully Convolutional Siamese Metric Networks for Scene Change Detection

Enqiang Guo, Xinsha Fu, Jiawei Zhu +4

A critical challenge problem of scene change detection is that noisy changes generated by varying illumination, shadows and camera viewpoint make variances of a scene difficult to…

cs.SI2018★ 47 cited

Measuring Road Network Topology Vulnerability by Ricci Curvature

Lei Gao, Xingquan Liu, Yu Liu +4

Describing the basic properties of road network systems, such as their robustness, vulnerability, and reliability, has been a very important research topic in the field of urban tr…