Rahul Singh

Orcid: 0000-0003-0363-3666

Affiliations:
  • Indian Institute of Science, Bengaluru, India
  • Ohio State University, Columbus, OH, USA
  • MIT, Laboratory for Information & Decision Systems, Cambridge, MA, USA (former)
  • Texas A&M University, College Station, TX, USA (PhD 2015)


According to our database1, Rahul Singh authored at least 60 papers between 2010 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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Online presence:

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Bibliography

2024
Whittle Index-Based Q-Learning for Wireless Edge Caching With Linear Function Approximation.
IEEE/ACM Trans. Netw., October, 2024

Linear Bandits With Side Observations on Networks.
IEEE/ACM Trans. Netw., October, 2024

Multi-armed bandits with dependent arms.
Mach. Learn., January, 2024

Adaptive Discretization-based Non-Episodic Reinforcement Learning in Metric Spaces.
CoRR, 2024

Finite Time Logarithmic Regret Bounds for Self-Tuning Regulation.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023
Delay-Optimal Scheduling for Integrated mmWave - Sub-6 GHz Systems With Markovian Blockage Model.
IEEE Trans. Mob. Comput., September, 2023

Learning in Constrained Markov Decision Processes.
IEEE Trans. Control. Netw. Syst., March, 2023

Finite Time Regret Bounds for Minimum Variance Control of Autoregressive Systems with Exogenous Inputs.
CoRR, 2023

The Reward Biased Method: An Optimism based Approach for Reinforcement Learning.
Proceedings of the 59th Annual Allerton Conference on Communication, 2023

2022
Model-free Reinforcement Learning for Content Caching at the Wireless Edge via Restless Bandits.
CoRR, 2022

Augmented RBMLE-UCB Approach for Adaptive Control of Linear Quadratic Systems.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Index-aware reinforcement learning for adaptive video streaming at the wireless edge.
Proceedings of the MobiHoc '22: The Twenty-third International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing, Seoul, Republic of Korea, October 17, 2022

The RBMLE method for Reinforcement Learning.
Proceedings of the 56th Annual Conference on Information Sciences and Systems, 2022

Reinforcement Learning Augmented Asymptotically Optimal Index Policy for Finite-Horizon Restless Bandits.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021
Adaptive CSMA for Decentralized Scheduling of Multi-Hop Networks With End-to-End Deadline Constraints.
IEEE/ACM Trans. Netw., 2021

Low-Power Status Updates via Sleep-Wake Scheduling.
IEEE/ACM Trans. Netw., 2021

Reinforcement Learning for Finite-Horizon Restless Multi-Armed Multi-Action Bandits.
CoRR, 2021

Straggler-Resilient Distributed Machine Learning with Dynamic Backup Workers.
CoRR, 2021

Learning Augmented Index Policy for Optimal Service Placement at the Network Edge.
CoRR, 2021

Reward Biased Maximum Likelihood Estimation for Reinforcement Learning.
Proceedings of the 3rd Annual Conference on Learning for Dynamics and Control, 2021

2020
Reward Biased Maximum Likelihood Estimation for Reinforcement Learning.
CoRR, 2020

A Partially Observable MDP Approach for Sequential Testing for Infectious Diseases such as COVID-19.
CoRR, 2020

Contextual Bandits with Side-Observations.
CoRR, 2020

Learning in Networked Control Systems.
CoRR, 2020

Learning in Markov Decision Processes under Constraints.
CoRR, 2020

Optimizing information freshness using low-power status updates via sleep-wake scheduling.
Proceedings of the Mobihoc '20: The Twenty-first ACM International Symposium on Theory, 2020

2019
Throughput Optimal Decentralized Scheduling of Multihop Networks With End-to-End Deadline Constraints: Unreliable Links.
IEEE Trans. Autom. Control., 2019

Optimal Age-Energy Trade-off via Sleep-Wake Scheduling.
CoRR, 2019

Optimal Decentralized Dynamic Policies for Video Streaming over Wireless Channels.
CoRR, 2019

A Distributed Algorithm for Throughput Optimal Routing in Overlay Networks.
Proceedings of the 2019 IFIP Networking Conference, 2019

Optimal Information Updating based on Value of Information.
Proceedings of the 57th Annual Allerton Conference on Communication, 2019

2018
Scheduling Policies for Minimizing Age of Information in Broadcast Wireless Networks.
IEEE/ACM Trans. Netw., 2018

A Risk-Sensitive Approach for Packet Inter-Delivery Time Optimization in Networked Cyber-Physical Systems.
IEEE/ACM Trans. Netw., 2018

Decentralized Control via Dynamic Stochastic Prices: The Independent System Operator Problem.
IEEE Trans. Autom. Control., 2018

2017
Throughput Optimal Decentralized Scheduling of Multi-Hop Networks with End-to-End Deadline Constraints: II Wireless Networks with Interference.
CoRR, 2017

Optimal Routing for Delay-Sensitive Traffic in Overlay Networks.
CoRR, 2017

Kiefer Wolfowitz Algorithm is Asymptotically Optimal for a Class of Non-Stationary Bandit Problems.
CoRR, 2017

Risk-sensitive optimal control of queues.
Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017

2016
Dynamic Adaptive Streaming using Index-Based Learning Algorithms.
CoRR, 2016

Throughput Optimal Decentralized Scheduling of Multi-Hop Networks with End-to-End Deadline Constraints: Unreliable Links.
CoRR, 2016

MaxWeight scheduling: "Smoothness" of the service process.
Proceedings of the 35th Annual IEEE International Conference on Computer Communications, 2016

An index based task assignment policy for achieving optimal power-delay tradeoff in edge cloud systems.
Proceedings of the 2016 IEEE International Conference on Communications, 2016

Minimizing the Age of Information in broadcast wireless networks.
Proceedings of the 54th Annual Allerton Conference on Communication, 2016

2015
A Theory for the Operation of the Independent System Operator in a Smart Grid with Stochastic Renewables, Demand Response and Storage.
CoRR, 2015

MaxWeight Scheduling: Asymptotic Behavior of Unscaled Queue-Differentials in Heavy Traffic.
Proceedings of the 2015 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems, 2015

A High Reliability Asymptotic Approach for Packet Inter-Delivery Time Optimization in Cyber-Physical Systems.
Proceedings of the 16th ACM International Symposium on Mobile Ad Hoc Networking and Computing, 2015

Index policies for optimal mean-variance trade-off of inter-delivery times in real-time sensor networks.
Proceedings of the 2015 IEEE Conference on Computer Communications, 2015

Optimal energy-efficient regular delivery of packets in cyber-physical systems.
Proceedings of the 2015 IEEE International Conference on Communications, 2015

A theory for the economic operation of a smart grid with stochastic renewables, demand response and storage.
Proceedings of the 54th IEEE Conference on Decision and Control, 2015

Optimizing quality of experience of dynamic video streaming over fading wireless networks.
Proceedings of the 54th IEEE Conference on Decision and Control, 2015

Decentralized throughput maximizing policies for deadline-constrained wireless networks.
Proceedings of the 54th IEEE Conference on Decision and Control, 2015

The ISO problem: Decentralized stochastic control via bidding schemes.
Proceedings of the 53rd Annual Allerton Conference on Communication, 2015

2014
A polymatroid approach to separable convex optimization with linear ascending constraints.
Proceedings of the Twentieth National Conference on Communications, 2014

Fluctuation analysis of debt based policies for wireless networks with hard delay constraints.
Proceedings of the 2014 IEEE Conference on Computer Communications, 2014

2013
Capacity and Scheduling of Access Points for Multiple Live Video Streams.
CoRR, 2013

Scheduling of access points for multiple live video streams.
Proceedings of the Fourteenth ACM International Symposium on Mobile Ad Hoc Networking and Computing, 2013

Pathwise performance of debt based policies for wireless networks with hard delay constraints.
Proceedings of the 52nd IEEE Conference on Decision and Control, 2013

2012
Real-Time Stochastic Processing Networks with Concurrent Resource Requirements
CoRR, 2012

2011
On LQR control with asynchronous clocks.
Proceedings of the 50th IEEE Conference on Decision and Control and European Control Conference, 2011

2010
Finite Duration Root Nyquist Pulses with Maximum In-Band Fractional Energy.
IEEE Commun. Lett., 2010


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