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2020 – today
- 2024
[c9]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: 1603-1611- [i10]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 abs/2403.06056 (2024) - 2023
- [j3]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): 356-375 (2023) - [c8]Baturalp Yalçin, Ziye Ma, Javad Lavaei, Somayeh Sojoudi:
Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing. AAAI 2023: 10702-10710 - [c7]Ziye Ma, Somayeh Sojoudi:
Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate. AISTATS 2023: 3125-3150 - [c6]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: 23373-23387 - [c5]Ziye Ma, Javad Lavaei, Somayeh Sojoudi:
Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing. NeurIPS 2023 - [i9]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 abs/2302.07828 (2023) - [i8]Ziye Ma, Javad Lavaei, Somayeh Sojoudi:
Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing. CoRR abs/2310.15549 (2023) - 2022
- [j2]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): 2965-2978 (2022) - [c4]Ziye Ma, Yingjie Bi, Javad Lavaei, Somayeh Sojoudi:
Sharp Restricted Isometry Property Bounds for Low-Rank Matrix Recovery Problems with Corrupted Measurements. AAAI 2022: 7672-7681 - [c3]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: 4232-4237 - [i7]Ziye Ma, Somayeh Sojoudi:
Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate. CoRR abs/2203.03899 (2022) - [i6]Baturalp Yalcin, Ziye Ma, Javad Lavaei, Somayeh Sojoudi:
Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing. CoRR abs/2208.07469 (2022) - 2021
- [c2]Ziye Ma, Somayeh Sojoudi:
A Sequential Framework Towards an Exact SDP Verification of Neural Networks. DSAA 2021: 1-8 - [i5]Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi:
Partition-Based Convex Relaxations for Certifying the Robustness of ReLU Neural Networks. CoRR abs/2101.09306 (2021) - [i4]Ziye Ma, Yingjie Bi, Javad Lavaei, Somayeh Sojoudi:
Sharp Restricted Isometry Property Bounds for Low-rank Matrix Recovery Problems with Corrupted Measurements. CoRR abs/2105.08232 (2021) - 2020
- [c1]Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi:
Tightened Convex Relaxations for Neural Network Robustness Certification. CDC 2020: 2190-2197 - [i3]Brendon G. Anderson, Ziye Ma, Jingqi Li, Somayeh Sojoudi:
Tightened Convex Relaxations for Neural Network Robustness Certification. CoRR abs/2004.00570 (2020) - [i2]Ziye Ma, Somayeh Sojoudi:
Strengthened SDP Verification of Neural Network Robustness via Non-Convex Cuts. CoRR abs/2010.08603 (2020)
2010 – 2019
- 2019
- [j1]Matthew Giamou, Ziye Ma, Valentin Peretroukhin, Jonathan Kelly:
Certifiably Globally Optimal Extrinsic Calibration From Per-Sensor Egomotion. IEEE Robotics Autom. Lett. 4(2): 367-374 (2019) - 2018
- [i1]Matthew Giamou, Ziye Ma, Valentin Peretroukhin, Jonathan Kelly:
Certifiably Globally Optimal Extrinsic Calibration from Per-Sensor Egomotion. CoRR abs/1809.03554 (2018)
Coauthor Index
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