Ma, Ziye

8 publications

AAAI 2025 Topology-Aware 3D Gaussian Splatting: Leveraging Persistent Homology for Optimized Structural Integrity Tianqi Shen, Shaohua Liu, Jiaqi Feng, Ziye Ma, Ning An
JMLR 2025 Towards Optimal Branching of Linear and Semidefinite Relaxations for Neural Network Robustness Certification Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi
AISTATS 2024 Absence of Spurious Solutions Far from Ground Truth: A Low-Rank Analysis with High-Order Losses Ziye Ma, Ying Chen, Javad Lavaei, Somayeh Sojoudi
NeurIPS 2023 Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing Ziye Ma, Javad Lavaei, Somayeh Sojoudi
AISTATS 2023 Noisy Low-Rank Matrix Optimization: Geometry of Local Minima and Convergence Rate Ziye Ma, Somayeh Sojoudi
ICML 2023 Over-Parametrization via Lifting for Low-Rank Matrix Sensing: Conversion of Spurious Solutions to Strict Saddle Points Ziye Ma, Igor Molybog, Javad Lavaei, Somayeh Sojoudi
AAAI 2023 Semidefinite Programming Versus Burer-Monteiro Factorization for Matrix Sensing Baturalp Yalçin, Ziye Ma, Javad Lavaei, Somayeh Sojoudi
AAAI 2022 Sharp Restricted Isometry Property Bounds for Low-Rank Matrix Recovery Problems with Corrupted Measurements Ziye Ma, Yingjie Bi, Javad Lavaei, Somayeh Sojoudi