Siva Theja Maguluri

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 83

Top Topics

Reinforcement Learning

Optimal Pricing

Stochastic Approximation

Top Venues

SIGMETRICS Perform. Evaluation Rev.

IEEE Trans. Autom. Control.

SIGMETRICS (Abstracts)

Publications

Shaan Ul Haque, Sajad Khodadadian, Siva Theja Maguluri
Tight Finite Time Bounds of Two-Time-Scale Linear Stochastic Approximation with Markovian Noise. CoRR (2024)
Prakirt Raj Jhunjhunwala, Siva Theja Maguluri
Heavy Traffic Joint Queue Length Distribution withoutResource Pooling. SIGMETRICS Perform. Evaluation Rev. 51 (4) (2024)
Prakirt Raj Jhunjhunwala, Daniela Hurtado-Lange, Siva Theja Maguluri
Exponential Tail Bounds on Queues: A Confluence of Non- Asymptotic Heavy Traffic and Large Deviations. SIGMETRICS Perform. Evaluation Rev. 51 (4) (2024)
Isaac Grosof, Siva Theja Maguluri, R. Srikant
Convergence for Natural Policy Gradient on Infinite-State Average-Reward Markov Decision Processes. CoRR (2024)
Yashaswini Murthy, Isaac Grosof, Siva Theja Maguluri, R. Srikant
Performance of NPG in Countable State-Space Average-Cost RL. CoRR (2024)
Prakirt Raj Jhunjhunwala, Siva Theja Maguluri
Heavy Traffic Queue Length Distribution without Resource Pooling in an Input-Queued Switch. SIGMETRICS Perform. Evaluation Rev. 50 (4) (2023)
Prakirt Raj Jhunjhunwala, Daniela Hurtado-Lange, Siva Theja Maguluri
Exponential Tail Bounds on Queues. SIGMETRICS Perform. Evaluation Rev. 51 (2) (2023)
Zaiwei Chen, John-Paul Clarke, Siva Theja Maguluri
Target Network and Truncation Overcome the Deadly Triad in \(\boldsymbol{Q}\)-Learning. SIAM J. Math. Data Sci. 5 (4) (2023)
Ashok Krishnan K. S., Chandramani Singh, Siva Theja Maguluri, Parimal Parag
Optimal Pricing in a Single Server System. ACM Trans. Model. Perform. Evaluation Comput. Syst. 8 (4) (2023)
Sushil Mahavir Varma, Pornpawee Bumpensanti, Siva Theja Maguluri, He Wang
Dynamic Pricing and Matching for Two-Sided Queues. Oper. Res. 71 (1) (2023)
Hoang Nguyen, Siva Theja Maguluri
Stochastic Approximation for Nonlinear Discrete Stochastic Control: Finite-Sample Bounds for Exponentially Stable Systems. CDC (2023)
Sajad Khodadadian, Thinh T. Doan, Justin Romberg, Siva Theja Maguluri
Finite-Sample Analysis of Two-Time-Scale Natural Actor-Critic Algorithm. IEEE Trans. Autom. Control. 68 (6) (2023)
Sushil Mahavir Varma, Francisco Castro, Siva Theja Maguluri
Power-of-d Choices Load Balancing in the Sub-Halfin Whitt Regime. SIGMETRICS (Abstracts) (2023)
Zaiwei Chen, Siva Theja Maguluri, Martin Zubeldia
Concentration of Contractive Stochastic Approximation: Additive and Multiplicative Noise. CoRR (2023)
Daniela Hurtado-Lange, Siva Theja Maguluri
Heavy-Traffic Analysis of Queueing Systems with No Complete Resource Pooling. Math. Oper. Res. 47 (4) (2022)
Zaiwei Chen, Shancong Mou, Siva Theja Maguluri
Stationary Behavior of Constant Stepsize SGD Type Algorithms: An Asymptotic Characterization. SIGMETRICS (Abstracts) (2022)
Zaiwei Chen, Siva Theja Maguluri
Sample Complexity of Policy-Based Methods under Off-Policy Sampling and Linear Function Approximation. AISTATS (2022)
Weina Wang, Siva Theja Maguluri, R. Srikant, Lei Ying
Heavy-Traffic Insensitive Bounds for Weighted Proportionally Fair Bandwidth Sharing Policies. Math. Oper. Res. 47 (4) (2022)
Zaiwei Chen, John-Paul Clarke, Siva Theja Maguluri
Target Network and Truncation Overcome The Deadly triad in Q-Learning. CoRR (2022)
Kyungmin Ko, Sajad Khodadadian, Siva Theja Maguluri
Backward Curriculum Reinforcement Learning. CoRR (2022)
Daniela Hurtado-Lange, Siva Theja Maguluri
A load balancing system in the many-server heavy-traffic asymptotics. Queueing Syst. Theory Appl. 101 (3-4) (2022)
Zaiwei Chen, Shancong Mou, Siva Theja Maguluri
Stationary Behavior of Constant Stepsize SGD Type Algorithms: An Asymptotic Characterization. Proc. ACM Meas. Anal. Comput. Syst. 6 (1) (2022)
Sajad Khodadadian, Prakirt Raj Jhunjhunwala, Sushil Mahavir Varma, Siva Theja Maguluri
On linear and super-linear convergence of Natural Policy Gradient algorithm. Syst. Control. Lett. 164 (2022)
Sushil Mahavir Varma, Siva Theja Maguluri
A Heavy Traffic Theory of Two-Sided Queues. SIGMETRICS Perform. Evaluation Rev. 49 (3) (2022)
Ashok Krishnan K. S., Chandramani Singh, Siva Theja Maguluri, Parimal Parag
Optimal pricing in multi server systems. Perform. Evaluation 154 (2022)
Zaiwei Chen, Siva Theja Maguluri
Sample Complexity of Policy-Based Methods under Off-Policy Sampling and Linear Function Approximation. CoRR (2022)
Sajad Khodadadian, Pranay Sharma, Gauri Joshi, Siva Theja Maguluri
Federated Reinforcement Learning: Linear Speedup Under Markovian Sampling. ICML (2022)
Yingdong Lu, Siva Theja Maguluri, Mark S. Squillante, Tonghoon Suk
On Heavy-Traffic Optimal Scaling of c-Weighted MaxWeight Scheduling in Input-Queued Switches. IEEE Trans. Autom. Control. 67 (8) (2022)
Sajad Khodadadian, Pranay Sharma, Gauri Joshi, Siva Theja Maguluri
Federated Reinforcement Learning: Linear Speedup Under Markovian Sampling. CoRR (2022)
Daniela Hurtado-Lange, Sushil Mahavir Varma, Siva Theja Maguluri
Logarithmic heavy traffic error bounds in generalized switch and load balancing systems. J. Appl. Probab. 59 (3) (2022)
Zaiwei Chen, Sheng Zhang, Thinh T. Doan, John-Paul Clarke, Siva Theja Maguluri
Finite-sample analysis of nonlinear stochastic approximation with applications in reinforcement learning. Autom. 146 (2022)
Prakirt Raj Jhunjhunwala, Siva Theja Maguluri
Low-Complexity Switch Scheduling Algorithms: Delay Optimality in Heavy Traffic. IEEE/ACM Trans. Netw. 30 (1) (2022)
Martin Zubeldia, Prakirt Raj Jhunjhunwala, Siva Theja Maguluri
Matching Queues with Abandonments in Quantum Switches: Stability and Throughput Analysis. CoRR (2022)
Zaiwei Chen, Sajad Khodadadian, Siva Theja Maguluri
Finite-Sample Analysis of Off-Policy Natural Actor-Critic With Linear Function Approximation. IEEE Control. Syst. Lett. 6 (2022)
Thinh T. Doan, Siva Theja Maguluri, Justin Romberg
Convergence Rates of Distributed Gradient Methods Under Random Quantization: A Stochastic Approximation Approach. IEEE Trans. Autom. Control. 66 (10) (2021)
Sajad Khodadadian, Thinh T. Doan, Siva Theja Maguluri, Justin Romberg
Finite Sample Analysis of Two-Time-Scale Natural Actor-Critic Algorithm. CoRR (2021)
Sajad Khodadadian, Prakirt Raj Jhunjhunwala, Sushil Mahavir Varma, Siva Theja Maguluri
On the Linear convergence of Natural Policy Gradient Algorithm. CoRR (2021)
Sajad Khodadadian, Zaiwei Chen, Siva Theja Maguluri
Finite-Sample Analysis of Off-Policy Natural Actor-Critic Algorithm. CoRR (2021)
Zaiwei Chen, Shancong Mou, Siva Theja Maguluri
Stationary Behavior of Constant Stepsize SGD Type Algorithms: An Asymptotic Characterization. CoRR (2021)
Zaiwei Chen, Siva Theja Maguluri, Sanjay Shakkottai, Karthikeyan Shanmugam
Finite-Sample Analysis of Off-Policy TD-Learning via Generalized Bellman Operators. CoRR (2021)
Zaiwei Chen, Siva Theja Maguluri, Sanjay Shakkottai, Karthikeyan Shanmugam
A Lyapunov Theory for Finite-Sample Guarantees of Asynchronous Q-Learning and TD-Learning Variants. CoRR (2021)
Sushil Mahavir Varma, Siva Theja Maguluri
Transportation Polytope and its Applications in Parallel Server Systems. CoRR (2021)
Daniela Hurtado-Lange, Siva Theja Maguluri
choices in inhomogeneous load balancing systems. Oper. Res. Lett. 49 (4) (2021)
Sajad Khodadadian, Prakirt Raj Jhunjhunwala, Sushil Mahavir Varma, Siva Theja Maguluri
On the Linear Convergence of Natural Policy Gradient Algorithm. CDC (2021)
Sajad Khodadadian, Zaiwei Chen, Siva Theja Maguluri
Finite-Sample Analysis of Off-Policy Natural Actor-Critic Algorithm. ICML (2021)
Zaiwei Chen, Siva Theja Maguluri, Sanjay Shakkottai, Karthikeyan Shanmugam
Finite-Sample Analysis of Off-Policy TD-Learning via Generalized Bellman Operators. NeurIPS (2021)
Sheng Zhang, Zhe Zhang, Siva Theja Maguluri
Finite Sample Analysis of Average-Reward TD Learning and $Q$-Learning. NeurIPS (2021)
Long Gong, Jun (Jim) Xu, Liang Liu, Siva Theja Maguluri
QPS-r: A cost-effective iterative switching algorithm for input-queued switches. Perform. Evaluation 147 (2021)
Thinh T. Doan, Siva Theja Maguluri, Justin Romberg
Finite-Time Performance of Distributed Temporal-Difference Learning with Linear Function Approximation. SIAM J. Math. Data Sci. 3 (1) (2021)
Sushil Mahavir Varma, Francisco Castro, Siva Theja Maguluri
Dynamic Pricing and Matching for Two-Sided Markets with Strategic Servers. SIGMETRICS (Abstracts) (2021)
Sushil Mahavir Varma, Siva Theja Maguluri
Throughput Optimal Routing in Blockchain-Based Payment Systems. IEEE Trans. Control. Netw. Syst. 8 (4) (2021)
Chang-Heng Wang, Siva Theja Maguluri, Tara Javidi
Heavy traffic queue length scaling in switches with reconfiguration delay. Queueing Syst. Theory Appl. 98 (1-2) (2021)
Zaiwei Chen, Sajad Khodadadian, Siva Theja Maguluri
Finite-Sample Analysis of Off-Policy Natural Actor-Critic with Linear Function Approximation. CoRR (2021)
Thinh T. Doan, Siva Theja Maguluri, Justin Romberg
Fast Convergence Rates of Distributed Subgradient Methods With Adaptive Quantization. IEEE Trans. Autom. Control. 66 (5) (2021)
Ashok Krishnan K. S., Chandramani Singh, Siva Theja Maguluri, Parimal Parag
Optimal Pricing in Multi Server Systems. CoRR (2021)
Daniela Hurtado-Lange, Siva Theja Maguluri
Heavy-traffic Analysis of the Generalized Switch under Multidimensional State Space Collapse. SIGMETRICS Perform. Evaluation Rev. 48 (3) (2020)
Ashok Krishnan K. S., Chandramani Singh, Siva Theja Maguluri, Parimal Parag
Optimal Pricing in Finite Server Systems. WiOpt (2020)
Zaiwei Chen, Siva Theja Maguluri, Sanjay Shakkottai, Karthikeyan Shanmugam
Finite-Sample Analysis of Stochastic Approximation Using Smooth Convex Envelopes. CoRR (2020)
Long Gong, Jun (Jim) Xu, Liang Liu, Siva Theja Maguluri
QPS-r: A Cost-Effective Iterative Switching Algorithm for Input-Queued Switches. VALUETOOLS (2020)
Sushil Mahavir Varma, Siva Theja Maguluri
Throughput Optimal Routing in Blockchain Based Payment Systems. CoRR (2020)
Sushil Mahavir Varma, Pornpawee Bumpensanti, Siva Theja Maguluri, He Wang
Dynamic Pricing and Matching for Two-Sided Queues. SIGMETRICS (Abstracts) (2020)
Prakirt Raj Jhunjhunwala, Siva Theja Maguluri
Low-Complexity Switch Scheduling Algorithms: Delay Optimality in Heavy Traffic. CoRR (2020)
Daniela Hurtado-Lange, Siva Theja Maguluri
Heavy-traffic Analysis of the Generalized Switch under Multidimensional State Space Collapse. SIGMETRICS (Abstracts) (2020)
Zaiwei Chen, Siva Theja Maguluri, Sanjay Shakkottai, Karthikeyan Shanmugam
Finite-Sample Analysis of Contractive Stochastic Approximation Using Smooth Convex Envelopes. NeurIPS (2020)
Thinh T. Doan, Siva Theja Maguluri, Justin Romberg
Finite-Time Analysis of Distributed TD(0) with Linear Function Approximation on Multi-Agent Reinforcement Learning. ICML (2019)
Long Gong, Jun Xu, Liang Liu, Siva Theja Maguluri
QPS-r: A Cost-Effective Crossbar Scheduling Algorithm and Its Stability and Delay Analysis. CoRR (2019)
Zaiwei Chen, Sheng Zhang, Thinh T. Doan, Siva Theja Maguluri, John-Paul Clarke
Finite-Time Analysis of Q-Learning with Linear Function Approximation. CoRR (2019)
Thinh T. Doan, Siva Theja Maguluri, Justin Romberg
Finite-Time Performance of Distributed Temporal Difference Learning with Linear Function Approximation. CoRR (2019)
Daniela Hurtado-Lange, Siva Theja Maguluri
Heavy-traffic Analysis of the Generalized Switch under Multidimensional State Space Collapse. SIGMETRICS Perform. Evaluation Rev. 47 (2) (2019)
Yingdong Lu, Siva Theja Maguluri, Mark S. Squillante, Tonghoon Suk
Optimal Dynamic Control for Input-Queued Switches in Heavy Traffic. ACC (2018)
Siva Theja Maguluri, Sai Kiran Burle, R. Srikant
Optimal heavy-traffic queue length scaling in an incompletely saturated switch. Queueing Syst. Theory Appl. 88 (3-4) (2018)
Thinh T. Doan, Siva Theja Maguluri, Justin Romberg
On the Convergence of Distributed Subgradient Methods under Quantization. Allerton (2018)
Daniela Hurtado-Lange, Siva Theja Maguluri
A Novel View of the Drift: Method for Heavy Traffic Limits of Queueing Systems. SIGMETRICS Perform. Evaluation Rev. 46 (2) (2018)
Weina Wang, Siva Theja Maguluri, R. Srikant, Lei Ying
Heavy-Traffic Insensitive Bounds for Weighted Proportionally Fair Bandwidth Sharing Policies. CoRR (2018)
Yingdong Lu, Siva Theja Maguluri, Mark S. Squillante, Tonghoon Suk, X. Wu
Optimal Energy Procurement for Geo-distributed Data Centers in Multi-timescale Electricity Markets. SIGMETRICS Perform. Evaluation Rev. 45 (3) (2017)
Siva Theja Maguluri, R. Srikant, Weina Wang
The Drift Method for Heavy Traffic Limits, with Applications in Data Centers and Networks. SIGMETRICS Perform. Evaluation Rev. 45 (3) (2017)
Chang-Heng Wang, Siva Theja Maguluri, Tara Javidi
Heavy traffic queue length behavior in switches with reconfiguration delay. INFOCOM (2017)
Weina Wang, Siva Theja Maguluri, R. Srikant, Lei Ying
Heavy-Traffic Delay Insensitivity in Connection-Level Models of Data Transfer with Proportionally Fair Bandwidth Sharing. SIGMETRICS Perform. Evaluation Rev. 45 (3) (2017)
Yingdong Lu, Siva Theja Maguluri, Mark S. Squillante, Chai Wah Wu
On optimal portfolios of dynamic resource allocations. ACC (2017)
Yingdong Lu, Siva Theja Maguluri, Mark S. Squillante, Tonghoon Suk
Delay-Optimal Scheduling for Some Input-Queued Switches. SIGMETRICS Perform. Evaluation Rev. 44 (2) (2016)
Yingdong Lu, Siva Theja Maguluri, Mark S. Squillante, Chai Wah Wu
Risk-Based Dynamic Allocation of Computing Resources. SIGMETRICS Perform. Evaluation Rev. 44 (2) (2016)
Siva Theja Maguluri, Sai Kiran Burle, R. Srikant
Optimal Heavy-Traffic Queue Length Scaling in an Incompletely Saturated Switch. SIGMETRICS (2016)
Siva Theja Maguluri, Sai Kiran Burle, R. Srikant
Optimal Heavy-Traffic Queue Length Scaling in an Incompletely Saturated Switch. CoRR (2016)
Siva Theja Maguluri, R. Srikant
Heavy-Traffic Behavior of the MaxWeight Algorithm in a Switch with Uniform Traffic. CoRR (2015)
Siva Theja Maguluri, R. Srikant
Heavy-Traffic Behavior of the MaxWeight Algorithm in a Switch with Uniform Traffic. SIGMETRICS Perform. Evaluation Rev. 43 (2) (2015)
Siva Theja Maguluri, R. Srikant, Lei Ying
Heavy traffic optimal resource allocation algorithms for cloud computing clusters. Perform. Evaluation 81 (2014)
Siva Theja Maguluri, R. Srikant
Scheduling Jobs With Unknown Duration in Clouds. IEEE/ACM Trans. Netw. 22 (6) (2014)
Siva Theja Maguluri, Bruce E. Hajek, R. Srikant
The Stability of Longest-Queue-First Scheduling With Variable Packet Sizes. IEEE Trans. Autom. Control. 59 (8) (2014)
Siva Theja Maguluri, R. Srikant
Scheduling jobs with unknown duration in clouds. INFOCOM (2013)
Siva Theja Maguluri, R. Srikant, Lei Ying
Heavy Traffic Optimal Resource Allocation Algorithms for Cloud Computing Clusters CoRR (2012)
Siva Theja Maguluri, R. Srikant, Lei Ying
Stochastic models of load balancing and scheduling in cloud computing clusters. INFOCOM (2012)
Siva Theja Maguluri, R. Srikant, Lei Ying
Heavy traffic optimal resource allocation algorithms for cloud computing clusters. International Teletraffic Congress (2012)
Siva Theja Maguluri, Bruce E. Hajek, R. Srikant
The stability of longest-queue-first scheduling with variable packet sizes. CDC/ECC (2011)