Juncai He

According to our database, Juncai He authored at least 20 papers between 2018 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Second Language (Arabic) Acquisition of LLMs via Progressive Vocabulary Expansion.

Jianqing Zhu, Huang Huang, Zhihang Lin, Juhao Liang, Zhengyang Tang, Khalid Almubarak, Mosen Alharthi, Bang An, Juncai He, Xiangbo Wu, Fei Yu, Junying Chen, Zhuoheng Ma, Yuhao Du, He Zhang, Saied Alshahrani, Emad A. Alghamdi, Lian Zhang, Ruoyu Sun, Haizhou Li, Benyou Wang, Jinchao Xu

Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025

2024

Second Language (Arabic) Acquisition of LLMs via Progressive Vocabulary Expansion.

Jianqing Zhu, Huang Huang, Zhihang Lin, Juhao Liang, Zhengyang Tang, Khalid Almubarak, Abdulmohsen Alharthik, Bang An, Juncai He, Xiangbo Wu, Fei Yu, Junying Chen, Zhuoheng Ma, Yuhao Du, He Zhang, Emad A. Alghamdi, Lian Zhang, Ruoyu Sun, Haizhou Li, Benyou Wang, Jinchao Xu

CoRR, 2024

Alignment at Pre-training! Towards Native Alignment for Arabic LLMs.

Juhao Liang, Zhenyang Cai, Jianqing Zhu, Huang Huang, Kewei Zong, Bang An, Mosen Alharthi, Juncai He, Lian Zhang, Haizhou Li, Benyou Wang, Jinchao Xu

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

AceGPT, Localizing Large Language Models in Arabic.

Huang Huang, Fei Yu, Jianqing Zhu, Xuening Sun, Hao Cheng, Dingjie Song, Zhihong Chen, Mosen Alharthi, Bang An, Juncai He, Ziche Liu, Junying Chen, Jianquan Li, Benyou Wang, Lian Zhang, Ruoyu Sun, Xiang Wan, Haizhou Li, Jinchao Xu

Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers), 2024

Deeper or Wider: A Perspective from Optimal Generalization Error with Sobolev Loss.

Yahong Yang, Juncai He

Proceedings of the Forty-first International Conference on Machine Learning, 2024

MgNO: Efficient Parameterization of Linear Operators via Multigrid.

Juncai He, Xinliang Liu, Jinchao Xu

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

An interpretive constrained linear model for ResNet and MgNet.

Juncai He, Jinchao Xu, Lian Zhang, Jianqing Zhu

Neural Networks, May, 2023

FV-MgNet: Fully connected V-cycle MgNet for interpretable time series forecasting.

Jianqing Zhu, Juncai He, Lian Zhang, Jinchao Xu

J. Comput. Sci., May, 2023

Expressivity and Approximation Properties of Deep Neural Networks with ReLU^k Activation.

Juncai He, Tong Mao, Jinchao Xu

CoRR, 2023

Deep Neural Networks and Finite Elements of Any Order on Arbitrary Dimensions.

Juncai He, Jinchao Xu

CoRR, 2023

An Enhanced V-cycle MgNet Model for Operator Learning in Numerical Partial Differential Equations.

Jianqing Zhu, Juncai He, Qiumei Huang

CoRR, 2023

2022

Power series expansion neural network.

Qipin Chen, Wenrui Hao, Juncai He

J. Comput. Sci., 2022

ReLU deep neural networks from the hierarchical basis perspective.

Juncai He, Lin Li, Jinchao Xu

Comput. Math. Appl., 2022

A weight initialization based on the linear product structure for neural networks.

Qipin Chen, Wenrui Hao, Juncai He

Appl. Math. Comput., 2022

2021

Approximation Properties of Deep ReLU CNNs.

Juncai He, Lin Li, Jinchao Xu

CoRR, 2021

2020

Make ℓ ₁ regularization effective in training sparse CNN.

Juncai He, Xiaodong Jia, Jinchao Xu, Lian Zhang, Liang Zhao

Comput. Optim. Appl., 2020

2019

Generalized Gaffney inequality and discrete compactness for discrete differential forms.

Juncai He, Kaibo Hu, Jinchao Xu

Numerische Mathematik, 2019

Constrained Linear Data-feature Mapping for Image Classification.

Juncai He, Yuyan Chen, Jinchao Xu

CoRR, 2019

MgNet: A Unified Framework of Multigrid and Convolutional Neural Network.

Juncai He, Jinchao Xu

CoRR, 2019

2018

Modified Regularized Dual Averaging Method for Training Sparse Convolutional Neural Networks.

Xiaodong Jia, Liang Zhao, Lian Zhang, Juncai He, Jinchao Xu

CoRR, 2018