Engineering software 2.0 by interpolating neural networks: unifying training, solving, and calibration

no code implementations • 16 Apr 2024 • Chanwook Park, Sourav Saha, Jiachen Guo, Xiaoyu Xie, Satyajit Mojumder, Miguel A. Bessa, Dong Qian, Wei Chen, Gregory J. Wagner, Jian Cao, Wing Kam Liu

The evolution of artificial intelligence (AI) and neural network theories has revolutionized the way software is programmed, shifting from a hard-coded series of codes to a vast neural network.

Tensor Decomposition

Optical manipulation of electronic dimensionality in a quantum material

no code implementations • 21 Jan 2021 • Shaofeng Duan, Yun Cheng, Wei Xia, Yuanyuan Yang, Fengfeng Qi, Tianwei Tang, Yanfeng Guo, Dong Qian, Dao Xiang, Jie Zhang, Wentao Zhang

Exotic phenomenon can be achieved in quantum materials by confining electronic states into two dimensions.

Strongly Correlated Electrons Materials Science Superconductivity

Enhancing Variational Autoencoders with Mutual Information Neural Estimation for Text Generation

no code implementations • IJCNLP 2019 • Dong Qian, William K. Cheung

In this paper, we propose to introduce a mutual information (MI) term between the input and its latent variable to regularize the objective of the VAE.

Language Modelling Text Generation