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Journal Articles
- 2023
[j3]Jianhao Ma, Salar Fattahi:
Global Convergence of Sub-gradient Method for Robust Matrix Recovery: Small Initialization, Noisy Measurements, and Over-parameterization. J. Mach. Learn. Res. 24: 96:1-96:84 (2023)- 2021
- [j2]Yingjiang He, Jianhao Ma
, Liang Yu, Shoulong Dong, Liangxi Gao, Weirong Zeng, Chenguo Yao:
10-MHz High-Power Pulse Generator on Boost Module. IEEE Trans. Ind. Electron. 68(7): 6286-6296 (2021) - 2017
- [j1]Chenguo Yao, Shoulong Dong, Yajun Zhao, Yanpeng Lv, Hongmei Liu, Lingyu Gong, Jianhao Ma, Haifeng Wang, Yinghao Sun:
Bipolar Microsecond Pulses and Insulated Needle Electrodes for Reducing Muscle Contractions During Irreversible Electroporation. IEEE Trans. Biomed. Eng. 64(12): 2924-2937 (2017)
Conference and Workshop Papers
- 2024
- [c8]Jianhao Ma, Salar Fattahi:
Convergence of Gradient Descent with Small Initialization for Unregularized Matrix Completion. COLT 2024: 3683-3742 - 2023
- [c7]Jianhao Ma, Qi Liu, Yonghong Zhang, Xiaodong Liu:
A Generative Adversarial Model for Weather Radar Echo Extrapolation based on Cycle Generation Structure. DASC/PiCom/CBDCom/CyberSciTech 2023: 1149-1154 - [c6]Jianhao Ma, Lingjun Guo, Salar Fattahi:
Behind the Scenes of Gradient Descent: A Trajectory Analysis via Basis Function Decomposition. ICLR 2023 - 2022
- [c5]Jianhao Ma, Jiawei Sun, Qi Liu, Xiaodong Liu:
A Precipitation Prediction Method Based on UNet and Attention Mechanism. DASC/PiCom/CBDCom/CyberSciTech 2022: 1-4 - [c4]Jiawei Sun, Hao Wu, Qi Liu, Xiaodong Liu, Jianhao Ma:
Dense-FCN: A Deep Learning Approach for Weather Radar Beam Blockage Correction. DASC/PiCom/CBDCom/CyberSciTech 2022: 1-6 - [c3]Jiaye Teng, Jianhao Ma, Yang Yuan:
Towards Understanding Generalization via Decomposing Excess Risk Dynamics. ICLR 2022 - [c2]Jianhao Ma, Salar Fattahi:
Blessing of Depth in Linear Regression: Deeper Models Have Flatter Landscape Around the True Solution. NeurIPS 2022 - 2021
- [c1]Lei Zeng, Jiawei Sun, Jianhao Ma, Qi Liu:
Task Scheduling Based on Multi-level Hashing and HRRN in cloud computing. DASC/PiCom/CBDCom/CyberSciTech 2021: 667-672
Informal and Other Publications
- 2024
- [i8]Jianhao Ma, Salar Fattahi:
Convergence of Gradient Descent with Small Initialization for Unregularized Matrix Completion. CoRR abs/2402.06756 (2024) - 2023
- [i7]Jianhao Ma, Salar Fattahi:
On the Optimization Landscape of Burer-Monteiro Factorization: When do Global Solutions Correspond to Ground Truth? CoRR abs/2302.10963 (2023) - [i6]Jianhao Ma, Rui Ray Chen, Yinghui He, Salar Fattahi, Wei Hu:
Robust Sparse Mean Estimation via Incremental Learning. CoRR abs/2305.15276 (2023) - 2022
- [i5]Jianhao Ma, Salar Fattahi:
Global Convergence of Sub-gradient Method for Robust Matrix Recovery: Small Initialization, Noisy Measurements, and Over-parameterization. CoRR abs/2202.08788 (2022) - [i4]Jianhao Ma, Salar Fattahi:
Blessing of Nonconvexity in Deep Linear Models: Depth Flattens the Optimization Landscape Around the True Solution. CoRR abs/2207.07612 (2022) - [i3]Jianhao Ma, Lingjun Guo, Salar Fattahi:
Behind the Scenes of Gradient Descent: A Trajectory Analysis via Basis Function Decomposition. CoRR abs/2210.00346 (2022) - 2021
- [i2]Jianhao Ma, Salar Fattahi:
Implicit Regularization of Sub-Gradient Method in Robust Matrix Recovery: Don't be Afraid of Outliers. CoRR abs/2102.02969 (2021) - [i1]Jiaye Teng, Jianhao Ma, Yang Yuan:
Towards Understanding Generalization via Decomposing Excess Risk Dynamics. CoRR abs/2106.06153 (2021)
Coauthor Index
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