About Me

I am currently a Ph.D. student at the Key Lab of Intelligent Information Processing of the Chinese Academy of Sciences (CAS), Institute of Computing Technology, CAS, supervised by Professor Dongbo Bu. My research is focused on artificial intelligence, with a particular emphasis on numerical methods and combinatorial optimization. I received my Bachelor of Engineering degree from the University of Chinese Academy of Sciences (UCAS) in 2019. My work aims to advance the development of robust, efficient, and explainable AI models that can be applied to solve practical problems in daily life, bridging the gap between theoretical research and real-world applications.

Publications

NIERT: Accurate Numerical Interpolation through Unifying Scattered Data Representations using Transformer Encoder

Shizhe Ding, Boyang Xia, Milong Ren and Dongbo Bu, IEEE Transactions on Knowledge and Data Engineering (TKDE), 2024

Accurate Interpolation of Scattered Data via Learning Relation Graph

Shizhe Ding, Boyang Xia, Jingyan Sui and Dongbo Bu, IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024

Accurate Interpolation for Scattered Data through Hierarchical Residual Refinement

Shizhe Ding, Boyang Xia and Dongbo Bu, 37th Conference on Neural Information Processing Systems (NeurIPS), 2023

NeuralGLS: Learning to Guide Local Search with Graph Convolutional Network for the Traveling Salesman Problem

Jingyan Sui, Shizhe Ding, Boyang Xia, Ruizhi Liu and Dongbo Bu, Neural Computing and Applications, 2021

Learning 3-opt Heuristics for Traveling Salesman Problem via Deep Reinforcement Learning

Jingyan Sui, Shizhe Ding, Ruizhi Liu, Liming Xu and Dongbo Bu, 14th Asian Conference on Machine Learning (ACML), 2021