Ziye Ma

According to our database, Ziye Ma authored at least 17 papers between 2019 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

VAMO: Efficient Large-Scale Nonconvex Optimization via Adaptive Zeroth Order Variance Reduction.

Jiahe Chen, Ziye Ma

CoRR, May, 2025

Topology-Aware 3D Gaussian Splatting: Leveraging Persistent Homology for Optimized Structural Integrity.

Tianqi Shen, Shaohua Liu, Jiaqi Feng, Ziye Ma, Ning An

Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025

2024

Solving Matrix Sensing to Optimality under Realistic Settings

Ziye Ma

PhD thesis, 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

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

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., October, 2023

Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing.

Ziye Ma, Javad Lavaei, Somayeh Sojoudi

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 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

Proceedings of the International Conference on Machine Learning, 2023

Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate.

Ziye Ma, Somayeh Sojoudi

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing.

Baturalp Yalçin, Ziye Ma, Javad Lavaei, Somayeh Sojoudi

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Energy Efficient Resource Allocation for MSCA Enabled CoMP in HetNets.

Jian Chen, Ziye Ma, Yuanwei Liu, Jie Jia, Xingwei Wang

IEEE Trans. Veh. Technol., 2022

DRL-based Energy Efficient Resource Allocation for STAR-RIS Assisted Coordinated Multi-cell Networks.

Jian Chen, Ziye Ma, Yixuan Zou, Jie Jia, Xingwei Wang

Proceedings of the IEEE Global Communications Conference, 2022

Sharp Restricted Isometry Property Bounds for Low-Rank Matrix Recovery Problems with Corrupted Measurements.

Ziye Ma, Yingjie Bi, Javad Lavaei, Somayeh Sojoudi

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

Partition-Based Convex Relaxations for Certifying the Robustness of ReLU Neural Networks.

Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi

CoRR, 2021

A Sequential Framework Towards an Exact SDP Verification of Neural Networks.

Ziye Ma, Somayeh Sojoudi

Proceedings of the 8th IEEE International Conference on Data Science and Advanced Analytics, 2021

2020

Strengthened SDP Verification of Neural Network Robustness via Non-Convex Cuts.

Ziye Ma, Somayeh Sojoudi

CoRR, 2020

Tightened Convex Relaxations for Neural Network Robustness Certification.

Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi

Proceedings of the 59th IEEE Conference on Decision and Control, 2020

2019

Certifiably Globally Optimal Extrinsic Calibration From Per-Sensor Egomotion.

Matthew Giamou, Ziye Ma, Valentin Peretroukhin, Jonathan Kelly

IEEE Robotics Autom. Lett., 2019