Ying Sun

Intelligent note recognition: enhancing vocal performance with convolutional neural networks

Ya-Nan Zhao, Dar-Yen Chen, Bin Zhou, Dan Wang, Ying Sun

Multi-objective coordinated optimization of low-speed engine performance fueled with diesel/biodiesel blends: A method coupling machine learning models based on stacking generalization framework with swarm intelligence algorithm

Ying Sun, Lin Lyu, Cunfeng Wei, Miaomiao Wen, Junjie Liang

Biogeochemistry-Informed Neural Network (BINN v1.0) for improving accuracy of model prediction and scientific understanding of soil organic carbon storage

Haodi Xu, Joshua Fan, Feng Tao, Lifen Jiang, Fengqi You, Benjamin Houlton, et al.

Abstract. The increasing availability of large-scale observational data and the rapid development of artificial intelligence (AI) provide unprecedented opportunities to enhance our understanding of the global carbon cycle and other biogeochemical processes. However, retrieving me…Read more

Source-Lifted Flow Matching for Intervenable Multimodal Imitation

He Zhang, Ying Sun, Pengteng Li, Ziyang Chen, Yiren Zhao, Ziyang Rao, et al.

Flow-matching policies are promising for imitation learning because they model complex multimodal action distributions. However, their stochasticity is largely passive: repeated sampling may yield diverse behaviors, but users cannot directly choose among valid continuations from…Read more

PHF: Privileged Hidden Flow for On-Policy Self-Distillation

Yuhan Li, Mingxu Zhang, Dazhong Shen, Ying Sun

On-policy self-distillation (OPSD) trains a reasoning model on rollouts sampled from its own policy by matching a privileged teacher that also sees verified reference solutions. Existing OPSD objectives supervise only the output distribution, so privileged context affects trainin…Read more

Predicting Type 2 and gestational diabetes with balanced and explainable machine learning models

F. Harrou, Abdelkader Dairi, Ying Sun