no code implementations • ECCV 2020 • Jianchao Zhu, Liangliang Shi, Junchi Yan, Hongyuan Zha
This paper proposes new ways of sample mixing by thinking of the process as generation of barycenter in a metric space for data augmentation.
1 code implementation • ACL 2022 • Xin Mao, Meirong Ma, Hao Yuan, Jianchao Zhu, ZongYu Wang, Rui Xie, Wei Wu, Man Lan
Entity alignment (EA) aims to discover the equivalent entity pairs between KGs, which is a crucial step for integrating multi-source KGs. For a long time, most researchers have regarded EA as a pure graph representation learning task and focused on improving graph encoders while paying little attention to the decoding process. In this paper, we propose an effective and efficient EA Decoding Algorithm via Third-order Tensor Isomorphism (DATTI). Specifically, we derive two sets of isomorphism equations: (1) Adjacency tensor isomorphism equations and (2) Gramian tensor isomorphism equations. By combining these equations, DATTI could effectively utilize the adjacency and inner correlation isomorphisms of KGs to enhance the decoding process of EA. Extensive experiments on public datasets indicate that our decoding algorithm can deliver significant performance improvements even on the most advanced EA methods, while the extra required time is less than 3 seconds.
no code implementations • 20 Jul 2023 • Xiaoxiao Li, Gaosheng Zhang, An Zhu, Weiyong Li, Shuming Fang, Xiaoyue Yang, Jianchao Zhu
The system focuses on adapting ASR models for low-resource Indian languages and covers all four tracks of the challenge.
1 code implementation • COLING 2022 • Li Cai, Xin Mao, Meirong Ma, Hao Yuan, Jianchao Zhu, Man Lan
However, we believe that it is not necessary to learn the embeddings of temporal information in KGs since most TKGs have uniform temporal representations.
1 code implementation • 14 Oct 2021 • Shen Liu, Meirong Ma, Hao Yuan, Jianchao Zhu, Yuanbin Wu, Man Lan
Pun location is to identify the punning word (usually a word or a phrase that makes the text ambiguous) in a given short text, and pun interpretation is to find out two different meanings of the punning word.
no code implementations • IEEE Access ( Volume: 8 ) 2020 • Hongye Yang, Yuzhang Gu, Jianchao Zhu, Keli Hu, Xiaolin Zhang
In addition, such a fixed adjacency matrix used in all layers leads to the network failing to extract multi-level semantic features.
Ranked #58 on Skeleton Based Action Recognition on NTU RGB+D