Self-supervised Group Meiosis Contrastive Learning for EEG-Based Emotion Recognition

1 code implementation • 12 Jul 2022 • Haoning Kan, Jiale Yu, Jiajin Huang, Zihe Liu, Haiyan Zhou

And the model adopts a group projector to extract group-level feature representations from group EEG samples triggered by the same emotion video stimuli.

Contrastive Learning Data Augmentation +2

Quantum walks on a programmable two-dimensional 62-qubit superconducting processor

no code implementations • 4 Feb 2021 • Ming Gong, Shiyu Wang, Chen Zha, Ming-Cheng Chen, He-Liang Huang, Yulin Wu, Qingling Zhu, YouWei Zhao, Shaowei Li, Shaojun Guo, Haoran Qian, Yangsen Ye, Fusheng Chen, Jiale Yu, Daojing Fan, Dachao Wu, Hong Su, Hui Deng, Hao Rong, Jin Lin, Yu Xu, Lihua Sun, Cheng Guo, Futian Liang, Kae Nemoto, W. J. Munro, Chao-Yang Lu, Cheng-Zhi Peng, Xiaobo Zhu, Jian-Wei Pan

Quantum walks are the quantum mechanical analogue of classical random walks and an extremely powerful tool in quantum simulations, quantum search algorithms, and even for universal quantum computing.

Quantum Physics

SynET: Synonym Expansion using Transitivity

no code implementations • Findings of the Association for Computational Linguistics 2020 • Jiale Yu, Yongliang Shen, Xinyin Ma, Chenghao Jia, Chen Chen, Weiming Lu

Extensive experiments on a real-world dataset show the effectiveness of our approach.

Multi-hop Reading Comprehension across Documents with Path-based Graph Convolutional Network

no code implementations • 11 Jun 2020 • Zeyun Tang, Yongliang Shen, Xinyin Ma, Wei Xu, Jiale Yu, Weiming Lu

Meanwhile, we propose Gated-RGCN to accumulate evidence on the path-based reasoning graph, which contains a new question-aware gating mechanism to regulate the usefulness of information propagating across documents and add question information during reasoning.

Multi-Hop Reading Comprehension