Unifying Lane-Level Traffic Prediction from a Graph Structural Perspective: Benchmark and Baseline

1 code implementation • 22 Mar 2024 • Shuhao Li, Yue Cui, Jingyi Xu, Libin Li, Lingkai Meng, Weidong Yang, Fan Zhang, Xiaofang Zhou

Traffic prediction has long been a focal and pivotal area in research, witnessing both significant strides from city-level to road-level predictions in recent years.

Autonomous Driving Traffic Prediction

Dynamically configured physics-informed neural network in topology optimization applications

no code implementations • 12 Dec 2023 • Jichao Yin, Ziming Wen, Shuhao Li, Yaya Zhanga, Hu Wang

The designed architecture aims to dynamically configure trainable parameters; that is, an inexpensive NN is used to replace an expensive one at certain optimization cycles.

Analysis and Detection against Network Attacks in the Overlapping Phenomenon of Behavior Attribute

no code implementations • 13 Sep 2023 • Jiang Xie, Shuhao Li, Yongzheng Zhanga, Peishuai Sun, Hongbo Xu

Then, many attack detection methods based on these datasets are proposed.

Attribute Generative Adversarial Network

Text Classification in the Wild: a Large-scale Long-tailed Name Normalization Dataset

1 code implementation • 19 Feb 2023 • Jiexing Qi, Shuhao Li, Zhixin Guo, Yusheng Huang, Chenghu Zhou, Weinan Zhang, Xinbing Wang, Zhouhan Lin

In this work, we first collect a large-scale institution name normalization dataset LoT-insts1, which contains over 25k classes that exhibit a naturally long-tailed distribution.

Long-tail Learning open-set classification +4

l-Leaks: Membership Inference Attacks with Logits

no code implementations • 13 May 2022 • Shuhao Li, Yajie Wang, Yuanzhang Li, Yu-an Tan

We name our attack \textbf{l-Leaks}.