no code implementations • Findings (NAACL) 2022 • Li Zhenzhen, Yuyang Zhang, Jian-Yun Nie, Dongsheng Li
In this paper, we propose to learn a prototype encoder from relation definition in a way that is useful for relation instance classification.
no code implementations • 9 May 2024 • Yuyang Zhang, Shahriar Talebi, Na Li
We show that this inevitable linear factor of $n$ is due to the learning error of the observer's column space in the presence of high-dimensional noise.
no code implementations • 25 Mar 2024 • Ziyou Liang, Run Wang, Weifeng Liu, Yuyang Zhang, Wenyuan Yang, Lina Wang, Xingkai Wang
Unfortunately, the artifact patterns in fake images synthesized by different generative models are inconsistent, leading to the failure of previous research that relied on spotting subtle differences between real and fake.
no code implementations • 13 Nov 2023 • Peiwen Fu, Wenjuan Zhong, Yuyang Zhang, Wenxuan Xiong, Yuzhou Lin, Yanlong Tai, Lin Meng, Mingming Zhang
This term refers to the duration during which consistent and accurate predictions of mode transitions are made, measured from the time of the fifth correct prediction to the occurrence of the critical event leading to the task transition.
no code implementations • 7 Oct 2023 • Yuyang Zhang, Xiaofeng Han, Baojun Wang
We got the new SOTA on different tasks without any dependencies on the parallel corpus or translation models.
no code implementations • 25 Jul 2023 • Xueming Fu, Hao Zheng, Luyan Liu, Wenjuan Zhong, Haowen Liu, Wenxuan Xiong, Yuyang Zhang, Yifeng Chen, Dong Wei, Mingjie Dong, Yefeng Zheng, Mingming Zhang
This paper proposes a model integrating two gait cycle-inspired learning strategies to mitigate the challenge for predicting human knee joint trajectory.
1 code implementation • journal 2023 • Changwei Wang, Rongtao Xu, Ke Lu, Shibiao Xu, Weiliang Meng, Yuyang Zhang, Bin Fan, Xiaopeng Zhang
Local features detection and description are widely used in many vision applications with high industrial and commercial demands.
1 code implementation • Entropy 2022, 24(9), 1190; 2022 • Xu Shen, Yuyang Zhang, Yu Xie, Ka-Chun Wong, Chengbin Peng
Graph neural networks (GNNs) with feature propagation have demonstrated their power in handling unstructured data.
1 code implementation • 14 Mar 2022 • Changwei Wang, Rongtao Xu, Yuyang Zhang, Shibiao Xu, Weiliang Meng, Bin Fan, Xiaopeng Zhang
Limited by the locality of convolutional neural networks, most existing local features description methods only learn local descriptors with local information and lack awareness of global and surrounding spatial context.
no code implementations • 10 Oct 2021 • Yuyang Zhang, Dik Hin Leung, Min Guo, Yijia Xiao, Haoyue Liu, Yunfei Li, Jiyuan Zhang, Guan Wang, Zhen Chen
Matrix multiplication is the bedrock in Deep Learning inference application.
1 code implementation • EMNLP 2021 • Baojun Wang, Zhao Zhang, Kun Xu, Guang-Yuan Hao, Yuyang Zhang, Lifeng Shang, Linlin Li, Xiao Chen, Xin Jiang, Qun Liu
Incorporating lexical knowledge into deep learning models has been proved to be very effective for sequence labeling tasks.
no code implementations • 11 Apr 2021 • Tian Gao, Zishen Wan, Yuyang Zhang, Bo Yu, Yanjun Zhang, Shaoshan Liu, Arijit Raychowdhury
Stereo matching is a critical task for robot navigation and autonomous vehicles, providing the depth estimation of surroundings.
no code implementations • 1 Apr 2021 • Zishen Wan, Yuyang Zhang, Arijit Raychowdhury, Bo Yu, Yanjun Zhang, Shaoshan Liu
In our past few years' of commercial deployment experiences, we identify localization as a critical task in autonomous machine applications, and a great acceleration target.