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Ziye Ma
ORCID
Publication Activity (10 Years)
Years Active: 2018-2024
Publications (10 Years): 22
Top Topics
Semidefinite Program
Saddle Points
Globally Optimal
Low Rank
Top Venues
CoRR
AISTATS
AAAI
IEEE Robotics Autom. Lett.
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Publications
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Ziye Ma
,
Ying Chen
,
Javad Lavaei
,
Somayeh Sojoudi
Absence of spurious solutions far from ground truth: A low-rank analysis with high-order losses.
CoRR
(2024)
Ziye Ma
,
Ying Chen
,
Javad Lavaei
,
Somayeh Sojoudi
Absence of spurious solutions far from ground truth: A low-rank analysis with high-order losses.
AISTATS
(2024)
Ziye Ma
,
Javad Lavaei
,
Somayeh Sojoudi
Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing.
CoRR
(2023)
Ziye Ma
,
Somayeh Sojoudi
Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate.
AISTATS
(2023)
Ziye Ma
,
Javad Lavaei
,
Somayeh Sojoudi
Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing.
NeurIPS
(2023)
Baturalp Yalçin
,
Ziye Ma
,
Javad Lavaei
,
Somayeh Sojoudi
Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing.
AAAI
(2023)
Ziye Ma
,
Igor Molybog
,
Javad Lavaei
,
Somayeh Sojoudi
Over-parametrization via Lifting for Low-rank Matrix Sensing: Conversion of Spurious Solutions to Strict Saddle Points.
CoRR
(2023)
Ziye Ma
,
Yingjie Bi
,
Javad Lavaei
,
Somayeh Sojoudi
Geometric Analysis of Noisy Low-Rank Matrix Recovery in the Exact Parametrized and the Overparametrized Regimes.
INFORMS J. Optim.
5 (4) (2023)
Ziye Ma
,
Igor Molybog
,
Javad Lavaei
,
Somayeh Sojoudi
Over-parametrization via Lifting for Low-rank Matrix Sensing: Conversion of Spurious Solutions to Strict Saddle Points.
ICML
(2023)
Ziye Ma
,
Yingjie Bi
,
Javad Lavaei
,
Somayeh Sojoudi
Sharp Restricted Isometry Property Bounds for Low-Rank Matrix Recovery Problems with Corrupted Measurements.
AAAI
(2022)
Baturalp Yalcin
,
Ziye Ma
,
Javad Lavaei
,
Somayeh Sojoudi
Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing.
CoRR
(2022)
Jian Chen
,
Ziye Ma
,
Yuanwei Liu
,
Jie Jia
,
Xingwei Wang
Energy Efficient Resource Allocation for MSCA Enabled CoMP in HetNets.
IEEE Trans. Veh. Technol.
71 (3) (2022)
Jian Chen
,
Ziye Ma
,
Yixuan Zou
,
Jie Jia
,
Xingwei Wang
DRL-based Energy Efficient Resource Allocation for STAR-RIS Assisted Coordinated Multi-cell Networks.
GLOBECOM
(2022)
Ziye Ma
,
Somayeh Sojoudi
Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate.
CoRR
(2022)
Ziye Ma
,
Somayeh Sojoudi
A Sequential Framework Towards an Exact SDP Verification of Neural Networks.
DSAA
(2021)
Brendon G. Anderson
,
Ziye Ma
,
Jingqi Li
,
Somayeh Sojoudi
Partition-Based Convex Relaxations for Certifying the Robustness of ReLU Neural Networks.
CoRR
(2021)
Ziye Ma
,
Yingjie Bi
,
Javad Lavaei
,
Somayeh Sojoudi
Sharp Restricted Isometry Property Bounds for Low-rank Matrix Recovery Problems with Corrupted Measurements.
CoRR
(2021)
Brendon G. Anderson
,
Ziye Ma
,
Jingqi Li
,
Somayeh Sojoudi
Tightened Convex Relaxations for Neural Network Robustness Certification.
CDC
(2020)
Brendon G. Anderson
,
Ziye Ma
,
Jingqi Li
,
Somayeh Sojoudi
Tightened Convex Relaxations for Neural Network Robustness Certification.
CoRR
(2020)
Ziye Ma
,
Somayeh Sojoudi
Strengthened SDP Verification of Neural Network Robustness via Non-Convex Cuts.
CoRR
(2020)
Matthew Giamou
,
Ziye Ma
,
Valentin Peretroukhin
,
Jonathan Kelly
Certifiably Globally Optimal Extrinsic Calibration From Per-Sensor Egomotion.
IEEE Robotics Autom. Lett.
4 (2) (2019)
Matthew Giamou
,
Ziye Ma
,
Valentin Peretroukhin
,
Jonathan Kelly
Certifiably Globally Optimal Extrinsic Calibration from Per-Sensor Egomotion.
CoRR
(2018)