Certifiably Globally Optimal Extrinsic Calibration From Per-Sensor Egomotion. - Matthew Giamou; Ziye Ma; Valentin Peretroukhin; Jonathan Kelly (IEEE Robotics Autom. Lett., 2019)

Tightened Convex Relaxations for Neural Network Robustness Certification. - Brendon G. Anderson; Ziye Ma; Jingqi Li 001; Somayeh Sojoudi (CDC, 2020)

Strengthened SDP Verification of Neural Network Robustness via Non-Convex Cuts. - Ziye Ma; Somayeh Sojoudi (CoRR, 2020)

A Sequential Framework Towards an Exact SDP Verification of Neural Networks. - Ziye Ma; Somayeh Sojoudi (DSAA, 2021)

Partition-Based Convex Relaxations for Certifying the Robustness of ReLU Neural Networks. - Brendon G. Anderson; Ziye Ma; Jingqi Li 001; Somayeh Sojoudi (CoRR, 2021)

Sharp Restricted Isometry Property Bounds for Low-Rank Matrix Recovery Problems with Corrupted Measurements. - Ziye Ma; Yingjie Bi; Javad Lavaei; Somayeh Sojoudi (AAAI, 2022)

DRL-based Energy Efficient Resource Allocation for STAR-RIS Assisted Coordinated Multi-cell Networks. - Jian Chen 008; Ziye Ma; Yixuan Zou; Jie Jia 001; Xingwei Wang 001 (GLOBECOM, 2022)

Energy Efficient Resource Allocation for MSCA Enabled CoMP in HetNets. - Jian Chen 008; Ziye Ma; Yuanwei Liu; Jie Jia 001; Xingwei Wang 001 (IEEE Trans. Veh. Technol., 2022)

Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing. - Baturalp Yalçin; Ziye Ma; Javad Lavaei; Somayeh Sojoudi (AAAI, 2023)

Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate. - Ziye Ma; Somayeh Sojoudi (AISTATS, 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 (ICML, 2023)

Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing. - Ziye Ma; Javad Lavaei; Somayeh Sojoudi (NeurIPS, 2023)

Geometric Analysis of Noisy Low-Rank Matrix Recovery in the Exact Parametrized and the Overparametrized Regimes. - Ziye Ma; Yingjie Bi; Javad Lavaei; Somayeh Sojoudi (INFORMS J. Optim., 2023)

Absence of spurious solutions far from ground truth: A low-rank analysis with high-order losses. - Ziye Ma; Ying Chen; Javad Lavaei; Somayeh Sojoudi (AISTATS, 2024)

Solving Matrix Sensing to Optimality under Realistic Settings - Ziye Ma (2024)

Topology-Aware 3D Gaussian Splatting: Leveraging Persistent Homology for Optimized Structural Integrity. - Tianqi Shen; Shaohua Liu 003; Jiaqi Feng; Ziye Ma; Ning An (AAAI, 2025)

VAMO: Efficient Large-Scale Nonconvex Optimization via Adaptive Zeroth Order Variance Reduction. - Jiahe Chen; Ziye Ma (CoRR, 2025)