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Ziye Ma

Tightened Convex Relaxations for Neural Network Robustness Certification
2020 · Brendon G. Anderson, Ziye Ma, et al. · IEEE Conference on Decision and Control (CDC) · 24
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A Sequential Framework Towards an Exact SDP Verification of Neural Networks
2020 · Ma, Ziye, Sojoudi, Somayeh · arXiv (Cornell University) · 11
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Towards Optimal Branching of Linear and Semidefinite Relaxations for Neural Network Robustness Certification
2021 · Anderson, Brendon G., Ma, Ziye, et al. · arXiv (Cornell University) · 6
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Geometric Analysis of Noisy Low-Rank Matrix Recovery in the Exact Parametrized and the Overparametrized Regimes
2023 · Ziye Ma, Yingjie Bi, et al. · INFORMS Journal on Optimization · 5
Sharp Restricted Isometry Property Bounds for Low-Rank Matrix Recovery Problems with Corrupted Measurements
2022 · Ziye Ma, Yingjie Bi, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 5
Strengthened SDP Verification of Neural Network Robustness via Non-Convex Cuts.
2020 · Ziye Ma, Somayeh Sojoudi · arXiv (Cornell University) · 5
Escaping Local Minima Provably in Non-convex Matrix Sensing: A Deterministic Framework via Simulated Lifting
2026 · Shen, Tianqi, Yang, Jinji, et al. · arXiv (Cornell University) · 4
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Noisy Low-rank Matrix Optimization: Geometry of Local Minima and Convergence Rate
2022 · Ma, Ziye, Sojoudi, Somayeh · arXiv (Cornell University) · 4
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Towards Understanding the Power and Limits of the Muon Optimizer: A River-Valley Perspective
2026 · Shen, Tianqi, Yang, Jinji, et al. · arXiv (Cornell University) · 3
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Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing
2023 · Baturalp Yalçın, Ziye Ma, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2
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A Sequential Framework Towards an Exact SDP Verification of Neural Networks
2021 · Ziye Ma, Somayeh Sojoudi · IEEE International Conference on Data Science and Advanced Analytics (DSAA) · 2
MALT: Lightweight Curvature-Aware Muon via Diagonal Preconditioning
2026 · Wu, Tongle, Dong, Huanyu, et al. · arXiv (Cornell University) · 1
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Algorithmic Regularization in Tensor Optimization: Towards a Lifted Approach in Matrix Sensing
2023 · Ziye Ma, Javad Lavaei, et al. · neural information processing systems · 1
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Partition-Based Convex Relaxations for Certifying the Robustness of ReLU Neural Networks.
2021 · Brendon G. Anderson, Ziye Ma, et al. · arXiv (Cornell University) · 1
Query-efficient scan-and-search watermark localization
2026 · Wang, Liyuan, Ma, Xinsong, et al. · arXiv (Cornell University)
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Improving the Optimization Landscape of Matrix Completion with $ε$-close Surrogates
2026 · Ma, Ziye · arXiv (Cornell University)
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Over-parameterization Is Neither Robust nor Fragile in Matrix Sensing: A Geometric Theory of Solution Robustness
2026 · Shi, Runze, Ma, Ziye · arXiv (Cornell University)
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A Fine-Grained Analysis of the LoRA Fine-Tuning Landscape with Implications for Data Selection
2026 · Zhang, Bowen, Fang, Changrui, et al. · arXiv (Cornell University)
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Understanding the Weight Averaging Mechanism in LLM Training for Post-Training Quantization
2026 · Wang, Hanzhang, Shen, Tianqi, et al. · arXiv (Cornell University)
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SkillRubric: Co-Evolving Actor Guidance and Evaluator Rubrics for Multimodal Agents
2026 · Jiang, Bingqing, Zhang, Guoxi, et al. · arXiv (Cornell University)
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Accelerating Zeroth-Order Spectral Optimization with Partial Orthogonalization from Power Iteration
2026 · Chen, Jiahe, Ma, Ziye · arXiv (Cornell University)
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Matrix Sensing with Kernel Optimal Loss: Robustness and Optimization Landscape
2025 · Song, Xinyuan, Ma, Ziye · arXiv (Cornell University)
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Absence of spurious solutions far from ground truth: A low-rank analysis with high-order losses
2024 · Ma, Ziye, Chen, Ying, et al. · arXiv (Cornell University)
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Over-parametrization via Lifting for Low-rank Matrix Sensing: Conversion of Spurious Solutions to Strict Saddle Points
2023 · Ma, Ziye, Molybog, Igor, et al. · arXiv (Cornell University)
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Random nanostructures based on moth-eye antireflection for broadband and wide-angle transmission-enhanced
2021 · Jinshuang Wu, Mingzhao Ouyang, et al. · Tenth International Conference on Information Optics and Photonics
Works count: 29
Citation count: 76
H-index: 5
I10-index: 2
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