Siva Theja Maguluri

1. Finite-Sample Analysis of Nonlinear Stochastic Approximation with Applications in Reinforcement Learning
   2019/05/27 by Zaiwei Chen, Chen, Zaiwei, Sheng Zhang +7 · 11 citations
   Computer Science · Decision Sciences · Neuroscience · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Neural dynamics and brain function #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
2. Target Network and Truncation Overcome The Deadly Triad in Q-Learning
   2022/03/05 by Zaiwei Chen, John Paul Clarke, Chen, Zaiwei +3 · 6 citations
   Computer Science · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and ELM #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
3. Finite Sample Analysis of Two-Time-Scale Natural Actor-Critic Algorithm
   2021/01/26 by Sajad Khodadadian, Thinh T. Doan, Khodadadian, Sajad +5 · 4 citations
   Computer Science · #Reinforcement Learning in Robotics #Evolutionary Algorithms and Applications #Adaptive Dynamic Programming Control
4. Concentration of Contractive Stochastic Approximation: Additive and Multiplicative Noise
   2023/03/28 by Zaiwei Chen, Siva Theja Maguluri, Chen, Zaiwei +3 · 5 citations
   Computer Science · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Statistical Methods and Inference #Stochastic Gradient Optimization Techniques
5. A Lyapunov Theory for Finite-Sample Guarantees of Markovian Stochastic Approximation
   2023/10/06 by Zaiwei Chen, Siva T. Maguluri, Siva Theja Maguluri +2 · 5 citations
   Computer Science · Decision Sciences · #Stochastic Gradient Optimization Techniques #Reinforcement Learning in Robotics #Advanced Bandit Algorithms Research
6. Dynamic Pricing and Matching for Two-Sided Queues
   2019/11/06 by Sushil Mahavir Varma, Pornpawee Bumpensanti, Varma, Sushil Mahavir +5 · 3 citations
   Business, Management and Accounting · Engineering · #Advanced Queuing Theory Analysis #Advanced Wireless Network Optimization #Transportation and Mobility Innovations #math.OC #math.PR
7. A Lyapunov Theory for Finite-Sample Guarantees of Asynchronous Q-Learning and TD-Learning Variants
   2021/02/02 by Zaiwei Chen, Siva Theja Maguluri, Chen, Zaiwei +4 · 4 citations
   Computer Science · Decision Sciences · #Reinforcement Learning in Robotics #Advanced Bandit Algorithms Research #Adaptive Dynamic Programming Control
8. Finite-Sample Analysis of Off-Policy TD-Learning via Generalized Bellman Operators
   2021/06/24 by Zaiwei Chen, Siva Theja Maguluri, Chen, Zaiwei +4 · 2 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Reinforcement Learning in Robotics #Stochastic Gradient Optimization Techniques
9. Matching Queues with Abandonments in Quantum Switches: Stability and Throughput Analysis
   2022/09/25 by Martín Zubeldía, Prakirt Raj Jhunjhunwala, Zubeldia, Martin +3 · 2 citations
   Computer Science · Physics and Astronomy · #Quantum Information and Cryptography #Quantum Computing Algorithms and Architecture #Quantum Mechanics and Applications
10. Queue Length Behavior in a Switch under the MaxWeight Algorithm
    2015/03/19 by Siva Theja Maguluri, R. Srikant, Maguluri, Siva Theja +1 · 2 citations
    Business, Management and Accounting · Computer Science · Engineering · #60K25 #90B15 #Advanced Queuing Theory Analysis #Advanced Wireless Network Optimization #FOS: Computer and information sciences #FOS: Mathematics #Interconnection Networks and Systems #Performance (cs.PF) #Probability (math.PR)
11. Transportation Polytope and its Applications in Parallel Server Systems
    2021/08/11 by Sushil Mahavir Varma, Varma, Sushil Mahavir, Siva Theja Maguluri +1 · 1 citation
    Business, Management and Accounting · Computer Science · Engineering · #Advanced Queuing Theory Analysis #Advanced Wireless Network Optimization #Combinatorics (math.CO) #FOS: Computer and information sciences #FOS: Mathematics #Networking and Internet Architecture (cs.NI) #Probability (math.PR) #Real-Time Systems Scheduling
12. Stochastic Approximation with Unbounded Markovian Noise: A General-Purpose Theorem
    2024/10/29 by Shaan Ul Haque, Haque, Shaan Ul, Siva Theja Maguluri +1 · 2 citations
    Decision Sciences · Economics, Econometrics and Finance · #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Probabilistic and Robust Engineering Design #Stochastic processes and financial applications #Systems and Control (eess.SY) #electronic engineering #information engineering
13. A Non-Asymptotic Theory of Seminorm Lyapunov Stability: From Deterministic to Stochastic Iterative Algorithms
    2025/02/20 by Zaiwei Chen, Chen, Zaiwei, Sheng Zhang +7 · 3 citations
    Computer Science · Engineering · #Control and Stability of Dynamical Systems #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematical Control Systems and Analysis #Optimization and Control (math.OC) #Stability and Control of Uncertain Systems
14. Join-the-Shortest Queue with Abandonment: Critically Loaded and Heavily Overloaded Regimes
    2022/11/28 by Prakirt Raj Jhunjhunwala, Jhunjhunwala, Prakirt Raj, Martín Zubeldía +3 · 1 citation
    Business, Management and Accounting · Engineering · Health Professions · #Advanced Queuing Theory Analysis #Advanced Wireless Network Optimization #Healthcare Operations and Scheduling Optimization
15. Tight Finite Time Bounds of Two-Time-Scale Linear Stochastic Approximation with Markovian Noise
    2023/12/31 by Shaan Ul Haque, Haque, Shaan Ul, Sajad Khodadadian +3 · 1 citation
    Computer Science · #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and ELM #Neural Networks and Applications #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering
16. Convergence of Natural Policy Gradient for a Family of Infinite-State Queueing MDPs
    2024/02/07 by Isaac Grosof, Grosof, Isaac, Siva Theja Maguluri +3 · 1 citation
    Computer Science · Decision Sciences · Economics, Econometrics and Finance · #Economic Policies and Impacts #FOS: Computer and information sciences #Machine Learning (cs.LG) #Optimization and Search Problems #Risk and Portfolio Optimization
17. Performance of NPG in Countable State-Space Average-Cost RL
    2024/05/30 by Yashaswini Murthy, Murthy, Yashaswini, Isaac Grosof +5 · 1 citation
    Engineering · Computer Science · #Advanced Wireless Communication Techniques #Embedded Systems Design Techniques #Error Correcting Code Techniques