Stochastic models of load balancing and scheduling in cloud computing clusters. - Siva Theja Maguluri; R. Srikant 001; Lei Ying 001 (INFOCOM, 2012)

Heavy traffic optimal resource allocation algorithms for cloud computing clusters. - Siva Theja Maguluri; R. Srikant 001; Lei Ying 001 (Perform. Evaluation, 2014)

The Stability of Longest-Queue-First Scheduling With Variable Packet Sizes. - Siva Theja Maguluri; Bruce E. Hajek; R. Srikant 001 (IEEE Trans. Autom. Control., 2014)

Scheduling Jobs With Unknown Duration in Clouds. - Siva Theja Maguluri; R. Srikant 001 (IEEE/ACM Trans. Netw., 2014)

Optimal resource allocation algorithms for cloud computing - Siva Theja Maguluri (2014)

Heavy-Traffic Behavior of the MaxWeight Algorithm in a Switch with Uniform Traffic. - Siva Theja Maguluri; R. Srikant 001 (SIGMETRICS Perform. Evaluation Rev., 2015)

Delay-Optimal Scheduling for Some Input-Queued Switches. - Yingdong Lu; Siva Theja Maguluri; Mark S. Squillante; Tonghoon Suk (SIGMETRICS Perform. Evaluation Rev., 2016)

Risk-Based Dynamic Allocation of Computing Resources. - Yingdong Lu; Siva Theja Maguluri; Mark S. Squillante; Chai Wah Wu (SIGMETRICS Perform. Evaluation Rev., 2016)

On optimal portfolios of dynamic resource allocations. - Yingdong Lu; Siva Theja Maguluri; Mark S. Squillante; Chai Wah Wu (ACC, 2017)

Heavy traffic queue length behavior in switches with reconfiguration delay. - Chang-Heng Wang; Siva Theja Maguluri; Tara Javidi (INFOCOM, 2017)

Optimal Energy Procurement for Geo-distributed Data Centers in Multi-timescale Electricity Markets. - Yingdong Lu; Siva Theja Maguluri; Mark S. Squillante; Tonghoon Suk; X. Wu (SIGMETRICS Perform. Evaluation Rev., 2017)

The Drift Method for Heavy Traffic Limits, with Applications in Data Centers and Networks. - Siva Theja Maguluri; R. Srikant 001; Weina Wang 001 (SIGMETRICS Perform. Evaluation Rev., 2017)

Heavy-Traffic Delay Insensitivity in Connection-Level Models of Data Transfer with Proportionally Fair Bandwidth Sharing. - Weina Wang 001; Siva Theja Maguluri; R. Srikant 001; Lei Ying 001 (SIGMETRICS Perform. Evaluation Rev., 2017)

On the Convergence of Distributed Subgradient Methods under Quantization. - Thinh T. Doan 001; Siva Theja Maguluri; Justin Romberg (Allerton, 2018)

Optimal Dynamic Control for Input-Queued Switches in Heavy Traffic. - Yingdong Lu; Siva Theja Maguluri; Mark S. Squillante; Tonghoon Suk (ACC, 2018)

Optimal heavy-traffic queue length scaling in an incompletely saturated switch. - Siva Theja Maguluri; Sai Kiran Burle; R. Srikant 001 (Queueing Syst. Theory Appl., 2018)

A Novel View of the Drift: Method for Heavy Traffic Limits of Queueing Systems. - Daniela Hurtado-Lange; Siva Theja Maguluri (SIGMETRICS Perform. Evaluation Rev., 2018)

Finite-Time Analysis of Distributed TD(0) with Linear Function Approximation on Multi-Agent Reinforcement Learning. - Thinh T. Doan 001; Siva Theja Maguluri; Justin Romberg (ICML, 2019)

QPS-r: A Cost-Effective Crossbar Scheduling Algorithm and Its Stability and Delay Analysis. - Long Gong; Jun Xu 014; Liang Liu 013; Siva Theja Maguluri (CoRR, 2019)

Finite-Time Analysis of Q-Learning with Linear Function Approximation. - Zaiwei Chen; Sheng Zhang; Thinh T. Doan 001; Siva Theja Maguluri; John-Paul Clarke (CoRR, 2019)

Heavy-traffic Analysis of the Generalized Switch under Multidimensional State Space Collapse. - Daniela Hurtado-Lange; Siva Theja Maguluri (SIGMETRICS Perform. Evaluation Rev., 2019)

Finite-Sample Analysis of Contractive Stochastic Approximation Using Smooth Convex Envelopes. - Zaiwei Chen; Siva Theja Maguluri; Sanjay Shakkottai; Karthikeyan Shanmugam (NeurIPS, 2020)

Optimal Pricing in Finite Server Systems. - Ashok Krishnan K. S.; Chandramani Singh; Siva Theja Maguluri; Parimal Parag (WiOpt, 2020)

Finite-Sample Analysis of Stochastic Approximation Using Smooth Convex Envelopes. - Zaiwei Chen; Siva Theja Maguluri; Sanjay Shakkottai; Karthikeyan Shanmugam (CoRR, 2020)

On the Linear Convergence of Natural Policy Gradient Algorithm. - Sajad Khodadadian; Prakirt Raj Jhunjhunwala; Sushil Mahavir Varma; Siva Theja Maguluri (CDC, 2021)

Finite-Sample Analysis of Off-Policy Natural Actor-Critic Algorithm. - Sajad Khodadadian; Zaiwei Chen; Siva Theja Maguluri (ICML, 2021)

Finite-Sample Analysis of Off-Policy TD-Learning via Generalized Bellman Operators. - Zaiwei Chen; Siva Theja Maguluri; Sanjay Shakkottai; Karthikeyan Shanmugam (NeurIPS, 2021)

Finite Sample Analysis of Average-Reward TD Learning and $Q$-Learning. - Sheng Zhang; Zhe Zhang; Siva Theja Maguluri (NeurIPS, 2021)

Dynamic Pricing and Matching for Two-Sided Markets with Strategic Servers. - Sushil Mahavir Varma; Francisco Castro; Siva Theja Maguluri (SIGMETRICS (Abstracts), 2021)

A Lyapunov Theory for Finite-Sample Guarantees of Asynchronous Q-Learning and TD-Learning Variants. - Zaiwei Chen; Siva Theja Maguluri; Sanjay Shakkottai; Karthikeyan Shanmugam (CoRR, 2021)

Transportation Polytope and its Applications in Parallel Server Systems. - Sushil Mahavir Varma; Siva Theja Maguluri (CoRR, 2021)

Throughput and delay optimality of power-of-d choices in inhomogeneous load balancing systems. - Daniela Hurtado-Lange; Siva Theja Maguluri (Oper. Res. Lett., 2021)

QPS-r: A cost-effective iterative switching algorithm for input-queued switches. - Long Gong; Jun (Jim) Xu; Liang Liu 013; Siva Theja Maguluri (Perform. Evaluation, 2021)

Heavy traffic queue length scaling in switches with reconfiguration delay. - Chang-Heng Wang; Siva Theja Maguluri; Tara Javidi (Queueing Syst. Theory Appl., 2021)

Finite-Time Performance of Distributed Temporal-Difference Learning with Linear Function Approximation. - Thinh T. Doan 001; Siva Theja Maguluri; Justin Romberg (SIAM J. Math. Data Sci., 2021)

Fast Convergence Rates of Distributed Subgradient Methods With Adaptive Quantization. - Thinh T. Doan 001; Siva Theja Maguluri; Justin Romberg (IEEE Trans. Autom. Control., 2021)

Convergence Rates of Distributed Gradient Methods Under Random Quantization: A Stochastic Approximation Approach. - Thinh T. Doan 001; Siva Theja Maguluri; Justin Romberg (IEEE Trans. Autom. Control., 2021)

Throughput Optimal Routing in Blockchain-Based Payment Systems. - Sushil Mahavir Varma; Siva Theja Maguluri (IEEE Trans. Control. Netw. Syst., 2021)

Sample Complexity of Policy-Based Methods under Off-Policy Sampling and Linear Function Approximation. - Zaiwei Chen; Siva Theja Maguluri (AISTATS, 2022)

Federated Reinforcement Learning: Linear Speedup Under Markovian Sampling. - Sajad Khodadadian; Pranay Sharma; Gauri Joshi; Siva Theja Maguluri (ICML, 2022)

Finite-sample analysis of nonlinear stochastic approximation with applications in reinforcement learning. - Zaiwei Chen; Sheng Zhang; Thinh T. Doan 001; John-Paul Clarke; Siva Theja Maguluri (Autom., 2022)

Target Network and Truncation Overcome The Deadly triad in Q-Learning. - Zaiwei Chen; John-Paul Clarke; Siva Theja Maguluri (CoRR, 2022)

Matching Queues with Abandonments in Quantum Switches: Stability and Throughput Analysis. - Martin Zubeldia; Prakirt Raj Jhunjhunwala; Siva Theja Maguluri (CoRR, 2022)

Backward Curriculum Reinforcement Learning. - Kyungmin Ko; Sajad Khodadadian; Siva Theja Maguluri (CoRR, 2022)

Finite-Sample Analysis of Off-Policy Natural Actor-Critic With Linear Function Approximation. - Zaiwei Chen; Sajad Khodadadian; Siva Theja Maguluri (IEEE Control. Syst. Lett., 2022)

Logarithmic heavy traffic error bounds in generalized switch and load balancing systems. - Daniela Hurtado-Lange; Sushil Mahavir Varma; Siva Theja Maguluri (J. Appl. Probab., 2022)

Optimal pricing in multi server systems. - Ashok Krishnan K. S.; Chandramani Singh; Siva Theja Maguluri; Parimal Parag (Perform. Evaluation, 2022)

Stationary Behavior of Constant Stepsize SGD Type Algorithms: An Asymptotic Characterization. - Zaiwei Chen; Shancong Mou; Siva Theja Maguluri (Proc. ACM Meas. Anal. Comput. Syst., 2022)

A load balancing system in the many-server heavy-traffic asymptotics. - Daniela Hurtado-Lange; Siva Theja Maguluri (Queueing Syst. Theory Appl., 2022)

On linear and super-linear convergence of Natural Policy Gradient algorithm. - Sajad Khodadadian; Prakirt Raj Jhunjhunwala; Sushil Mahavir Varma; Siva Theja Maguluri (Syst. Control. Lett., 2022)

A Heavy Traffic Theory of Two-Sided Queues. - Sushil Mahavir Varma; Siva Theja Maguluri (SIGMETRICS Perform. Evaluation Rev., 2022)

On Heavy-Traffic Optimal Scaling of c-Weighted MaxWeight Scheduling in Input-Queued Switches. - Yingdong Lu; Siva Theja Maguluri; Mark S. Squillante; Tonghoon Suk (IEEE Trans. Autom. Control., 2022)

Low-Complexity Switch Scheduling Algorithms: Delay Optimality in Heavy Traffic. - Prakirt Raj Jhunjhunwala; Siva Theja Maguluri (IEEE/ACM Trans. Netw., 2022)

Heavy-Traffic Analysis of Queueing Systems with No Complete Resource Pooling. - Daniela Hurtado-Lange; Siva Theja Maguluri (Math. Oper. Res., 2022)

Heavy-Traffic Insensitive Bounds for Weighted Proportionally Fair Bandwidth Sharing Policies. - Weina Wang 001; Siva Theja Maguluri; R. Srikant 001; Lei Ying 001 (Math. Oper. Res., 2022)

Stochastic Approximation for Nonlinear Discrete Stochastic Control: Finite-Sample Bounds for Exponentially Stable Systems. - Hoang Nguyen; Siva Theja Maguluri (CDC, 2023)

Power-of-d Choices Load Balancing in the Sub-Halfin Whitt Regime. - Sushil Mahavir Varma; Francisco Castro; Siva Theja Maguluri (SIGMETRICS (Abstracts), 2023)

Concentration of Contractive Stochastic Approximation: Additive and Multiplicative Noise. - Zaiwei Chen; Siva Theja Maguluri; Martin Zubeldia (CoRR, 2023)

Dynamic Pricing and Matching for Two-Sided Queues. - Sushil Mahavir Varma; Pornpawee Bumpensanti; Siva Theja Maguluri; He Wang 009 (Oper. Res., 2023)

Heavy Traffic Queue Length Distribution without Resource Pooling in an Input-Queued Switch. - Prakirt Raj Jhunjhunwala; Siva Theja Maguluri (SIGMETRICS Perform. Evaluation Rev., 2023)

Finite-Sample Analysis of Two-Time-Scale Natural Actor-Critic Algorithm. - Sajad Khodadadian; Thinh T. Doan 001; Justin Romberg; Siva Theja Maguluri (IEEE Trans. Autom. Control., 2023)

Exponential Tail Bounds on Queues. - Prakirt Raj Jhunjhunwala; Daniela Hurtado-Lange; Siva Theja Maguluri (SIGMETRICS Perform. Evaluation Rev., 2023)

Target Network and Truncation Overcome the Deadly Triad in ( boldsymbol{Q} )-Learning. - Zaiwei Chen; John-Paul Clarke; Siva Theja Maguluri (SIAM J. Math. Data Sci., 2023)

Optimal Pricing in a Single Server System. - Ashok Krishnan K. S.; Chandramani Singh; Siva Theja Maguluri; Parimal Parag (ACM Trans. Model. Perform. Evaluation Comput. Syst., 2023)

Policy Evaluation for Variance in Average Reward Reinforcement Learning. - Shubhada Agrawal; Prashanth L. A.; Siva Theja Maguluri (ICML, 2024)

Tight Finite Time Bounds of Two-Time-Scale Linear Stochastic Approximation with Markovian Noise. - Shaan Ul Haque; Sajad Khodadadian; Siva Theja Maguluri (CoRR, 2024)

Convergence for Natural Policy Gradient on Infinite-State Average-Reward Markov Decision Processes. - Isaac Grosof; Siva Theja Maguluri; R. Srikant 001 (CoRR, 2024)

Performance of NPG in Countable State-Space Average-Cost RL. - Yashaswini Murthy; Isaac Grosof; Siva Theja Maguluri; R. Srikant 001 (CoRR, 2024)

A Lyapunov Theory for Finite-Sample Guarantees of Markovian Stochastic Approximation. - Zaiwei Chen; Siva Theja Maguluri; Sanjay Shakkottai; Karthikeyan Shanmugam (Oper. Res., 2024)

Exponential Tail Bounds on Queues: A Confluence of Non- Asymptotic Heavy Traffic and Large Deviations. - Prakirt Raj Jhunjhunwala; Daniela Hurtado-Lange; Siva Theja Maguluri (SIGMETRICS Perform. Evaluation Rev., 2024)

Heavy Traffic Joint Queue Length Distribution withoutResource Pooling. - Prakirt Raj Jhunjhunwala; Siva Theja Maguluri (SIGMETRICS Perform. Evaluation Rev., 2024)

Stochastic Approximation with Unbounded Markovian Noise: A General-Purpose Theorem. - Shaan Ul Haque; Siva Theja Maguluri (AISTATS, 2025)

Finite-Time Behavior of Erlang-C Model: Mixing Time, Mean Queue Length and Tail Bounds. - Hoang Huy Nguyen; Sushil Mahavir Varma; Siva Theja Maguluri (SIGMETRICS (Abstracts), 2025)

An approximate policy iteration viewpoint of actor-critic algorithms. - Zaiwei Chen; Siva Theja Maguluri (Autom., 2025)

A Non-Asymptotic Theory of Seminorm Lyapunov Stability: From Deterministic to Stochastic Iterative Algorithms. - Zaiwei Chen; Sheng Zhang; Zhe Zhang; Shaan Ul Haque; Siva Theja Maguluri (CoRR, 2025)