About Me
I received the B.S. degree from Huazhong University of Science and Technology (HUST) in 2016, and the M.S. degree from Institute of Automation Chinese Academy of Sciences (CASIA) in 2019. I received Ph.D degree in the School of Computer science, The University of Sydney under the supervision of Prof. Dacheng Tao in 2024.
Research Interests: deep learning, quantum machine learning, distributed optimization.
Research
Recent Publications
- Yang Qian, Xinbiao Wang, Yuxuan Du, Yong Luo, Dacheng Tao, “MG-Net: Learn to Customize QAOA with Circuit Depth Awareness,” In 38th Conference on Neural Information Processing Systems (NeurIPS 2024), Sep 2024.
- Yang Qian, Yuxuan Du, Zhenliang He, Min-Hsiu Hsieh, Dacheng Tao, “Multimodal Deep Representation Learning for Quantum Cross-Platform Verification,” Physical Review Letters, Aug 2024.
- Yang Qian, Yuxuan Du, Dacheng Tao, “Shuffle-QUDIO: accelerate distributed VQE with trainability enhancement and measurement reduction,” Quantum Machine Intelligence, Jun 2024.
- Yang Qian, Xinbiao Wang, Yuxuan Du, Xingyao Wu, Dacheng Tao, “The dilemma of quantum neural networks,” IEEE Transactions on Neural Networks and Learning Systems, Oct 2022.
- Yuxuan Du, Yang Qian, Xingyao Wu, Dacheng Tao, “A distributed learning scheme for variational quantum algorithms”, IEEE Transactions on Quantum Engineering, May 2022.
- Kehuan Linghu, Yang Qian, Ruixia Wang, Meng-Jun Hu, Zhiyuan Li, Xuegang Li, Huikai Xu, Jingning Zhang, Teng Ma, Peng Zhao, Dong E Liu, Min-Hsiu Hsieh, Xingyao Wu, Yuxuan Du, Dacheng Tao, Yirong Jin, Haifeng Yu, “Quantum circuit architecture search on a superconducting processor”, arXiv:2201.00934, Jan 2022.
- Qiang Meng, Xiaqing Xu, Xiaobo Wang, Yang Qian, Yunxiao Qin, Zezheng Wang, Chenxu Zhao, Feng Zhou, Zhen Lei, “PoseFace: Pose-invariant features and pose-adaptive loss for face recognition”, arXiv:2107.11721, Jul 2021.
- Yinlin Li, Yang Qian, Xu Yang, Yuren Zhang, “Activity and relationship modeling driven weakly supervised object detection”, 25th International Conference on Pattern Recognition (ICPR), Jan 2021.
- Xiaoqing Li, Yang Qian, Rui Li, Xingyu Niu, Hong Qiao, “Robust form-closure grasp planning for 4-pin gripper using learning-based attractive region in environment”, Neurocomputing, Apr 2024.
- Yinlin Li, Lihao Jia, Zidong Wang, Yang Qian, Hong Qiao, “Un-supervised and semi-supervised hand segmentation in egocentric images with noisy label learning”, Neurocomputing, Mar 2019.
- Yang Qian, Hong Qiao, Jing Xu, “Understanding deep neural network by filter sensitive area generation network”, Neural Information Processing: 25th International Conference, ICONIP 2018.