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M. Squillante · SciRah

Researcher profile · Semantic Scholar

M. Squillante

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M. Squillante — researcher profile on SciRah

h-index: 37
Works: 280
Citations: 4,445

Most-cited papers

PROVEN: Verifying Robustness of Neural Networks with a Probabilistic Approach
Lily Weng, Pin-Yu Chen, Lam M. Nguyen, M. Squillante +3 more
2019International Conference on Machine Learning92 citations
Semantic Scholar
Quantum Topological Data Analysis with Linear Depth and Exponential Speedup
Shashanka Ubaru, I. Akhalwaya, M. Squillante, K. Clarkson +1 more
2021arXiv.org41 citations
Semantic Scholar
Decentralized Bilevel Optimization for Personalized Client Learning
Songtao Lu, Xiao-Dong Cui, M. Squillante, Brian Kingsbury +1 more
2022IEEE International Conference on Acoustics, Speech, and Signal Processing35 citations
Semantic Scholar
PROVEN: Certifying Robustness of Neural Networks with a Probabilistic Approach
T. Weng, Pin-Yu Chen, Lam M. Nguyen, M. Squillante +2 more
2018arXiv.org34 citations
Semantic Scholar
A Stochastic Linearized Augmented Lagrangian Method for Decentralized Bilevel Optimization
Songtao Lu, Siliang Zeng, Xiao-Dong Cui, M. Squillante +4 more
2022Neural Information Processing Systems30 citations
Semantic Scholar
Topological data analysis on noisy quantum computers
I. Akhalwaya, Shashanka Ubaru, K. Clarkson, M. Squillante +5 more
2022International Conference on Learning Representations24 citations
Semantic Scholar
Optimal Resource Capacity Management for Stochastic Networks
A. Dieker, Soumyadip Ghosh, M. Squillante
2017Operational Research19 citations
Semantic Scholar
Quantifying the Empirical Wasserstein Distance to a Set of Measures: Beating the Curse of Dimensionality
Nian Si, J. Blanchet, Soumyadip Ghosh, M. Squillante
2020Neural Information Processing Systems16 citations
Semantic Scholar
Stochastic Optimization Models for Workforce Planning, Operations, and Risk Management
Michael W. Davis, Yingdong Lu, Mayank Sharma, M. Squillante +1 more
201814 citations
Semantic Scholar
A Class of Geometric Structures in Transfer Learning: Minimax Bounds and Optimality
Xu-Hui Zhang, J. Blanchet, Soumyadip Ghosh, M. Squillante
2022International Conference on Artificial Intelligence and Statistics12 citations
Semantic Scholar
Solving sparse linear systems with approximate inverse preconditioners on analog devices
Vasileios Kalantzis, Anshul Gupta, L. Horesh, T. Nowicki +4 more
2021IEEE Conference on High Performance Extreme Computing11 citations Open access
Semantic Scholar
Efficient Stochastic Gradient Descent for Distributionally Robust Learning
Soumyadip Ghosh, M. Squillante, E. Wollega
2018arXiv.org10 citations
Semantic Scholar
Efficient Content Delivery in the Presence of Impatient Jobs
M. Larrañaga, O. Boxma, R. Núñez-Queija, M. Squillante
2015International Test Conference10 citations Open access
Semantic Scholar
On Optimal Weighted-Delay Scheduling in Input-Queued Switches
Yingdong Lu, Siva Theja Maguluri, M. Squillante, Tonghoon Suk
20178 citations
Semantic Scholar
Unbiased Gradient Estimation for Distributionally Robust Learning
Soumyadip Ghosh, M. Squillante
2020arXiv.org7 citations
Semantic Scholar
Optimal Dynamic Control for Input-Queued Switches in Heavy Traffic
Yingdong Lu, Siva Theja Maguluri, M. Squillante, Tonghoon Suk
2018American Control Conference7 citations
Semantic Scholar
Special Issue on Performance and Resource Management in Big Data Applications
D. Ardagna, M. Squillante
2015PERV6 citations
Semantic Scholar
Optimal capacity management and planning in services delivery centers
A. Heching, M. Squillante
2014Performance evaluation (Print)6 citations
Semantic Scholar
Stochastic optimal control for a general class of dynamic resource allocation problems
Xue-Feng Gao, Yingdong Lu, Mayank Sharma, M. Squillante +1 more
2013PERV6 citations Open access
Semantic Scholar
Solving Sparse Linear Systems via Flexible GMRES with In-Memory Analog Preconditioning
Vasileios Kalantzis, M. Squillante, Chai-Wah Wu, Anshul Gupta +3 more
2023IEEE Conference on High Performance Extreme Computing5 citations
Semantic Scholar
Improving the scalability of search in networks through multiple random walks
M. Squillante, D. Towsley, S. Barker
2014PERV5 citations
Semantic Scholar
Stable iterative refinement for solving linear systems with inaccurate computation
Chai-Wah Wu, M. Squillante, V. Kalantzis, L. Horesh
2025Journal of Computational and Applied Mathematics4 citations
Semantic Scholar
Generalization Performance of Transfer Learning: Overparameterized and Underparameterized Regimes
Pei-Zhong Ju, Sen Lin, M. Squillante, Yitao Liang +1 more
2023arXiv.org4 citations Open access
Semantic Scholar
Efficient Generalization with Distributionally Robust Learning
Soumyadip Ghosh, M. Squillante, E. Wollega
2021Neural Information Processing Systems4 citations
Semantic Scholar
A Family of Robust Stochastic Operators for Reinforcement Learning
Yingdong Lu, M. Squillante, Chai-Wah Wu
2019Neural Information Processing Systems4 citations
Semantic Scholar
Revisiting Stochastic Loss Networks: Structures and Approximations
Kyomin Jung, Yingdong Lu, Devavrat Shah, Mayank Sharma +1 more
2019Mathematics of Operations Research4 citations
Semantic Scholar
Delay-Optimal Scheduling for Some Input-Queued Switches
Yingdong Lu, Siva Theja Maguluri, M. Squillante, Tonghoon Suk
2016PERV4 citations
Semantic Scholar
Stable iterative refinement algorithms for solving linear systems
Chai-Wah Wu, M. Squillante, Vasileios Kalantzis, L. Horesh
2023arXiv.org3 citations Open access
Semantic Scholar
Towards a Unification of Logic and Information Theory
L. Lastras, B. Trager, J. Lenchner, Wojciech Szpankowski +3 more
2023arXiv.org3 citations
Semantic Scholar
On Heavy-Traffic Optimal Scaling of c-Weighted MaxWeight Scheduling in Input-Queued Switches
Yingdong Lu, Siva Theja Maguluri, M. Squillante, Tonghoon Suk
2019IEEE Transactions on Automatic Control3 citations
Semantic Scholar
A General Family of Robust Stochastic Operators for Reinforcement Learning
Yingdong Lu, M. Squillante, Chai-Wah Wu
2018arXiv.org3 citations
Semantic Scholar
Risk-Based Dynamic Allocation of Computing Resources
Yingdong Lu, Siva Theja Maguluri, M. Squillante, Chai-Wah Wu
2016PERV3 citations
Semantic Scholar
STOCHASTIC OPTIMAL DYNAMIC CONTROL OF GIm/GIm/1n QUEUES WITH TIME-VARYING WORKLOADS
Yingdong Lu, Mayank Sharma, M. Squillante, Bo Zhang
2016Probability in the engineering and informational sciences (Print)3 citations Open access
Semantic Scholar
Matching Supply and Demand in Production-Inventory Systems: Asymptotics and Optimization
Yingdong Lu, M. Squillante, David D. Yao
20153 citations
Semantic Scholar
On the Control of Epidemic-Like Stochastic Processes with Time-Varying Behavior?
Yingdong Lu, M. Squillante, Chai-Wah Wu, Bo Zhang
2015PERV3 citations
Semantic Scholar
On Mixed-Precision Iterative Methods and Analysis for Nearly Completely Decomposable Markov Processes
Vasileios Kalantzis, M. Squillante, Wah-Wu Chai
2025ACM SIGMETRICS Performance Evaluation Review2 citations Open access
Semantic Scholar
A General Control-Theoretic Approach for Reinforcement Learning: Theory and Algorithms
Wei-Qin Chen, M. Squillante, Chai-Wah Wu, Santiago Paternain
2024arXiv.org2 citations
Semantic Scholar
Markov Decision Process Framework for Control-Based Reinforcement Learning
Yingdong Lu, M. Squillante, Chai-Wah Wu
2023Sigmetrics Performance Evaluation Review2 citations Open access
Semantic Scholar
On the quantum entanglement of random walks and queueing systems
M. Squillante
2022Queueing systems2 citations
Semantic Scholar
On Quantum Algorithms for Random Walks in the Nonnegative Quarter Plane
Vasileios Kalantzis, M. Squillante, Shashanka Ubaru, L. Horesh
2022Sigmetrics Performance Evaluation Review2 citations
Semantic Scholar
Optimal Scheduling Control in Fluid Models of General $n\times n$ Input-Queued Switches
Yingdong Lu, M. Squillante, Tonghoon Suk
20192 citations
Semantic Scholar
A Control-Model-Based Approach for Reinforcement Learning
Yingdong Lu, M. Squillante, Chai-Wah Wu
2019arXiv.org2 citations
Semantic Scholar
Bounded-Velocity Stochastic Control for Dynamic Resource Allocation
Xue-Feng Gao, Yingdong Lu, Mayank Sharma, M. Squillante +1 more
20182 citations
Semantic Scholar
Accelerating splitting algorithms for power grid reliability estimation
Wander S. Wadman, M. Squillante, Soumyadip Ghosh
2016Online World Conference on Soft Computing in Industrial Applications2 citations
Semantic Scholar
Bi-level stochastic approximation for joint optimization of hydroelectric dispatch and spot-market operations
E. Wollega, Soumyadip Ghosh, M. Squillante
2016Online World Conference on Soft Computing in Industrial Applications2 citations
Semantic Scholar
Workforce management: Risk-based financial planning and capacity provisioning
Yingdong Lu, Mayank Sharma, M. Squillante
2014IBM Journal of Research and Development2 citations
Semantic Scholar
On Mixed-Precision Iterative Methods and Analysis for Nearly Completely Decomposable Markov Processes
Vasileios Kalantzis, M. Squillante, Wah-Wu Chai
2026ACM SIGMETRICS Performance Evaluation Review1 citations
Semantic Scholar
Connecting Quantum Computing with Classical Stochastic Simulation
Jose H. Blanchet, M. Squillante, Mario Szegedy, Guanyang Wang
2025Online World Conference on Soft Computing in Industrial Applications1 citations Open access
Semantic Scholar
Stable Iterative Solvers for Ill-Conditioned Linear Systems and Least Squares
Vasileios Kalantzis, M. Squillante, Chai-Wah Wu
2025IEEE Conference on High Performance Extreme Computing1 citations
Semantic Scholar
Breaking through the classical Shannon entropy limit: A new frontier through logical semantics
L. Lastras, B. Trager, Jonathan Lenchner, Wojciech Szpankowski +3 more
2024arXiv.org1 citations
Semantic Scholar

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