邵明杰 哲学博士
中国科学院数学与系统科学研究院
系统科学研究所
中国科学院系统控制重点实验室
北京中关村东路55号
教育经历：
2015.08-2020.03 香港中文大学 电子工程系 博士学位
2011.09-2015.07 西安电子科技大学 卓越工程师教育培养计划（通信工程） 学士学位
工作经历：
2024.12-至今 中国科学院数学与系统科学研究院 副研究员
2023.01-2024.12 山东大学 研究员
2020.05-2023.01 香港中文大学 博士后
研究领域：
1. “数学+AI”视角下的最优估计与辨识理论与算法
2. 新一代无线通信系统建模与优化
3. 机器学习与信号处理理论与算法的交叉研究
学术荣誉及科研奖励：
陈景润未来之星（2024）
齐鲁青年学者（2023）
香港政府博士奖学金HKPFS（2015-2019）
期刊论文
[17] M. Ge, Y. Liu, M. Shao* and H. Zhang, “Maximum‑Likelihood Active Device Detection and Channel Estimation in One‑Bit MIMO System”, in IEEE Signal Processing Letters, vol. 32, pp. 141‑145, 2025.
[16] Q. Zhang, M. Shao*, T. Zhang, G. Chen and Ju Liu*, “An Efficient Algorithm for Sum‑Rate Maximization in Fluid Antenna‑Assisted ISAC System”, in IEEE Communication Letters, early access, 2024.
[15] H. Ma, Z. Peng, X. Li, M. Shao*, X. Wu, and J. Liu*, “CLAPSep: Leveraging Contrastive Pre‑trained Model for Multi‑Modal Query‑Conditioned Target Sound Extraction”, in IEEE Transactions on Audio, Speech and Language Processing, vol. 32, pp. 4945‑4960, 2024.
[14] J. Liu, Y. Liu, W.‑K. Ma*, M. Shao and M.‑C. So, “Extreme Point Pursuit–Part II: Further Error Bound Analysis and Applications”, in IEEE Transactions on Signal Processing, vol. 72, pp. 4557‑4572, 2024.
[13] J. Liu, Y. Liu, W.‑K. Ma*, M. Shao and M.‑C. So, “Extreme Point Pursuit–Part I: A Framework for Constant Modulus Optimization”, in IEEE Transactions on Signal Processing, vol. 72, pp. 4541‑4556, 2024.
[12] M. Shao, W.‑K. Ma*，J. Liu and Z. Huang, “Accelerated and Deep Expectation Maximization for One‑Bit MIMO OFDM Detection”, in IEEE Transactions on Signal Processing, vol. 72, pp. 1094‑1113, 2024.
[11] Y. Cao, W. Zhang, Y. Zhang, G. Sun, W. Guo, M. Shao, S. C. Mukhopadhyay, L. Cui, Y. Li, Z. Liu*, S. Li，“CMAR: A Pipeline for Cross‑Modal Alignment and 3D Reconstruction of Coronary Arteries Based on Key Bifurcation Vessel Measurements”, in IEEE Transactions on Instrumentation and Measurement, vol. 73, pp. 1‑14, 2024.
[10] Z. Wu, B. Jiang, Y.‑F. Liu§, M. Shao and Y.‑H. Dai, “Efficient CI‑Based One‑Bit Precoding for Multiuser Downlink Massive MIMO Systems with PSK Modulation,” in IEEE Transactions on Wireless Communications, vol. 23, no. 5, pp. 4861-4875, 2024
[9] M. Shao, W.‑K. Ma* and J. Liu, “An Explanation of Deep MIMO Detection from a Perspective of Homotopy Optimization”, in IEEE Open Journal of Signal Processing, vol. 4, pp. 108‑116, 2023.(IEEE OJSP Top 25 popular articles of the year (2022.09‑2023.09))
[8] C. Huang#, M. Shao#, W.‑K. Ma*, A. M.‑C. So, “SISAL Revisted,” in SIAM Journal on Imaging Sciences, vol. 15, no. 2, pp. 591‑624, 2022. (#共同一作)
[7] Y. Liu, M. Shao*, W.‑K. Ma, Q. Li, “Symbol‑Level Precoding Through the Lens of Zero Forcing and Vector Perturbation,” in IEEE Transactions on Signal Processing, vol. 70, pp. 1687‑1703, 2022.
[6] M. Shao and W.‑K. Ma*, “Binary MIMO Detection via Homotopy Optimization and Its Deep Adaptation,” in IEEE Transactions on Signal Processing, vol. 69, pp. 781‑796, 2021. (TSP Top 50 popular articles, April 2021)
[5] S. Wang, Q. Li* and M. Shao, “One‑Bit Symbol‑Level Precoding for MU‑MISO Downlink With Intelligent Reflecting Surface,” in IEEE Signal Processing Letters, vol. 27, pp. 1784‑1788, 2020.
[4] M. Shao, Q. Li* and W.‑K. Ma, “Minimum Symbol‑Error Probability Symbol‑Level Precoding With Intelligent Reflecting Surface,” in IEEE Wireless Communications Letters, vol. 9, no. 10, pp. 1601‑1605, 2020.
[3] M. Shao, W.‑K. Ma*, Q. Li and A. L. Swindlehurst, “One‑Bit Sigma‑Delta MIMO Precoding,” in IEEE Journal of Selected Topics in Signal Processing, vol. 13, no. 5, pp. 1046‑1061, 2019. (JSTSP Top 50 popular articles, Dec. 2020)
[2] M. Shao, Q. Li, W.‑K. Ma* and A. M.‑C. So, “A Framework for One‑Bit and Constant‑Envelope Precoding Over Multiuser Massive MISO Channels,” in IEEE Transactions on Signal Processing, vol. 67, no. 20, pp. 5309‑5324, 2019. (Google Scholar 引用100+)
[1] J. Wang, W. Chi, M. Shao and M. Q. Meng*, “Finding a High‑Quality Initial Solution for the RRTs Algorithms in 2D Environments,” in Robotica, vol. 37, issue 10, pp. 1677‑1694, 2019.
会议论文：
[21] Q. Zhang, M. Shao*, Q. Li and J. Liu*, “An efficient algorithm for multiuser sum‑rate maximization of large-scale active RIS‑aided MIMO system”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Seoul, Korea, 2024, pp. 9036‑9040.
[20] H. Ma, Z. Peng, M. Shao*, J. Li and J. Liu*, “Extending Whisper with prompt tuning to target‑speaker ASR”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Seoul, Korea, 2024, pp. 12516‑12520.
[19] C.‑Y. Yu, M. Shao, W.‑K. Chen, Y.‑F. Liu and W.‑K. Ma, "An Efficient Global Algorithm for One‑Bit Maximum‑Likelihood MIMO Detection,” 2023 IEEE 24th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), Shanghai, China, 2023, pp. 231‑235.
[18] J. Liu, M. Shao and W.‑K. Ma, “A Probabilistic Semi‑Nonnegative Matrix Factorization via Maximum‑Likelihood and Variational Inference ”, 31st European Signal Processing Conference (EUSIPCO), Helsinki, Finland, 2023, pp. 1280‑1284.
[17] M. Shao, W.‑K. Ma and Y. Liu, “Symbol‑Level Precoding is Related to Parameter Estimation from Quantized Data”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
[16] Z. Peng#, M. Shao#, X. He, X. Li, T. Lee, K. Ding, G. Wan, “Covariance Regularization for Probabilistic Linear Discriminant Analysis ”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023 (#共同一作)
[15] M. Shao, X. Fu, “Massive MIMO Channel Estimation via Compressed and Quantized Feedback,” in 2022 Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, 2022, pp. 1016‑1020.
[14] M. Shao, Q. Dai, W.‑K. Ma, “Extreme‑Point Pursuit For Unit‑Modulus Optimization,” 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, 2022, pp. 5548‑5552.
[13] J. Liu, M. Shao, W.‑K. Ma, “MIMO Detection by Variational Posterior Inference,” 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, 2022, pp. 5343‑5347.
[12] Y. Liu, M. Shao and W.‑K. Ma, “A Homotopy Optimization Method for Orthogonal Non‑Negative Matrix Factorization,” 2021 European Signal Processing Conference (EUSIPCO), Dublin, Ireland, 2021, pp. 1085‑1089.
[11] M. Shao and W.‑K. Ma, “Divide and Conquer: One‑Bit MIMO‑OFDM Detection by Inexact Expectation Maximization,” 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Toronto, CA, 2021, pp. 4890‑4894.
[10] M. Shao, W.‑K. Ma and L. Swindlehurst, “Multiuser Massive MIMO Downlink Precoding Using Second‑Order Spatial Sigma‑Delta Modulation,” 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Barcelona, Spain, 2020, pp. 8966‑8970.
[9] Q. Li, Y. Liu, M. Shao and W.‑K. Ma, “Proximal Distance Algorithm for Nonconvex QCQP with Beamforming Applications,” 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Barcelona, Spain, 2020, pp. 5155‑5159.
[8] M. Shao, W.‑K. Ma, Q. Li and L. Swindlehurst, “Spatial Sigma‑Delta Modulation for the Massive MIMO Downlink,” 2019 53rd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, USA, 2019, pp. 833‑837.
[7] M. Un, M. Shao, W.‑K. Ma and P. C. Ching, “Deep MIMO Detection Using ADMM Unfolding,” 2019 IEEE Data Science Workshop (DSW), Minneapolis, MN, USA, 2019, pp. 333‑337.
[6] M. Shao, Q. Li and W.‑K. Ma, “Discrete Constant Envelope Transceiver Design for Multiuser Massive MIMO Downlink,” 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, United Kingdom, 2019, pp. 4684‑4688.
[5] Y. Liu, M. Shao and W.‑K. Ma, “An ADMM Algorithm for Peak Transmission Energy Minimization in Symbol level Precoding,” 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, United Kingdom, 2019, pp. 4739‑4743.
[4] M. Shao, Q. Li, Y. Liu and W.‑k. Ma, “Multiuser One‑Bit Massive MIMO Precoding under MPSK Signaling,” 2018 IEEE Global Conference on Signal and Information Processing (GlobalSIP), Anaheim, CA, USA, 2018, pp. 833‑837.
[3] M. Shao, Q. Li, W.‑K. Ma and A. M.‑C. So, “Minimum Symbol Error Rate‑Based Constant Envelope Precoding for
Multiuser Massive MISO Downlink,” 2018 IEEE Statistical Signal Processing Workshop (SSP), Freiburg, 2018, pp. 727‑731.
[2] M. Shao, Q. Li and W.‑K. Ma, “One‑Bit Massive MIMO Precoding via a Minimum Symbol‑Error Probability Design,” 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Calgary, AB, 2018, pp. 3579‑3583.
[1] M. Shao and W.‑K. Ma, “A Simple Way to Approximate Average Robust Multiuser MISO Transmit Optimization under Covariance‑Based CSIT,” 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, LA, 2017, pp. 3504‑3508.(Best Student Paper Shortlist)
