most citedUniG-Encoder: A Universal Feature Encoder for Graph and Hypergraph Node Classification

38 citations · 74 across the 8 of their papers we have counts for

collaborators

8 papers

cs.LG2023★ 38 cited

UniG-Encoder: A Universal Feature Encoder for Graph and Hypergraph Node Classification

Minhao Zou, Zhongxue Gan, Yutong Wang +4

Graph and hypergraph representation learning has attracted increasing attention from various research fields. Despite the decent performance and fruitful applications of Graph Neur…

cs.CV2023★ 2 cited

Improving Generalization in Visual Reinforcement Learning via Conflict-aware Gradient Agreement Augmentation

Siao Liu, Zhaoyu Chen, Yang Liu +8

Learning a policy with great generalization to unseen environments remains challenging but critical in visual reinforcement learning. Despite the success of augmentation combinatio…

cs.AI2023★ 1 cited

Adversarial Amendment is the Only Force Capable of Transforming an Enemy into a Friend

Chong Yu, Tao Chen, Zhongxue Gan

Adversarial attack is commonly regarded as a huge threat to neural networks because of misleading behavior. This paper presents an opposite perspective: adversarial attacks can be…

cs.CV2023

Boost Vision Transformer with GPU-Friendly Sparsity and Quantization

Chong Yu, Tao Chen, Zhongxue Gan +1

The transformer extends its success from the language to the vision domain. Because of the stacked self-attention and cross-attention blocks, the acceleration deployment of vision…

cs.RO2023

FlowMap: Path Generation for Automated Vehicles in Open Space Using Traffic Flow

Wenchao Ding, Jieru Zhao, Yubin Chu +5

There is extensive literature on perceiving road structures by fusing various sensor inputs such as lidar point clouds and camera images using deep neural nets. Leveraging the late…

cs.NE2023

Self-Evolutionary Reservoir Computer Based on Kuramoto Model

Zhihao Zuo, Zhongxue Gan, Yuchuan Fan +3

The human brain's synapses have remarkable activity-dependent plasticity, where the connectivity patterns of neurons change dramatically, relying on neuronal activities. As a biolo…

cs.CV2022★ 1 cited

Efficient universal shuffle attack for visual object tracking

Siao Liu, Zhaoyu Chen, Wei Li +4

Recently, adversarial attacks have been applied in visual object tracking to deceive deep trackers by injecting imperceptible perturbations into video frames. However, previous wor…

cs.RO2022★ 32 cited

Enhanced Decentralized Autonomous Aerial Robot Teams with Group Planning

Jialiang Hou, Xin Zhou, Zhongxue Gan +1

Designing autonomous aerial robot team systems remains a grand challenge in robotics. Existing works in this field can be categorized as centralized and decentralized. Centralized…