Rahul Singh

Publication Activity (10 Years)

Years Active: 2010-2024
Publications (10 Years): 47

Top Topics

Wireless Networks

Reinforcement Learning

Markov Decision Processes

Top Venues

IEEE/ACM Trans. Netw.

Publications

Avik Kar, Rahul Singh
Adaptive Discretization-based Non-Episodic Reinforcement Learning in Metric Spaces. CoRR (2024)
Rahul Singh, Fang Liu, Yin Sun, Ness B. Shroff
Multi-armed bandits with dependent arms. Mach. Learn. 113 (1) (2024)
Guidan Yao, Morteza Hashemi, Rahul Singh, Ness B. Shroff
Delay-Optimal Scheduling for Integrated mmWave - Sub-6 GHz Systems With Markovian Blockage Model. IEEE Trans. Mob. Comput. 22 (9) (2023)
Akshay Mete, Rahul Singh, P. R. Kumar
The Reward Biased Method: An Optimism based Approach for Reinforcement Learning. Allerton (2023)
Rahul Singh, Akshay Mete, Avik Kar, P. R. Kumar
Finite Time Regret Bounds for Minimum Variance Control of Autoregressive Systems with Exogenous Inputs. CoRR (2023)
Rahul Singh, Abhishek Gupta, Ness B. Shroff
Learning in Constrained Markov Decision Processes. IEEE Trans. Control. Netw. Syst. 10 (1) (2023)
Guojun Xiong, Shufan Wang, Jian Li, Rahul Singh
Model-free Reinforcement Learning for Content Caching at the Wireless Edge via Restless Bandits. CoRR (2022)
Akshay Mete, Rahul Singh, P. R. Kumar
The RBMLE method for Reinforcement Learning. CISS (2022)
Guojun Xiong, Xudong Qin, Bin Li, Rahul Singh, Jian Li
Index-aware reinforcement learning for adaptive video streaming at the wireless edge. MobiHoc (2022)
Guojun Xiong, Jian Li, Rahul Singh
Reinforcement Learning Augmented Asymptotically Optimal Index Policy for Finite-Horizon Restless Bandits. AAAI (2022)
Akshay Mete, Rahul Singh, P. R. Kumar
Augmented RBMLE-UCB Approach for Adaptive Control of Linear Quadratic Systems. NeurIPS (2022)
Akshay Mete, Rahul Singh, P. R. Kumar
Augmented RBMLE-UCB Approach for Adaptive Control of Linear Quadratic Systems. CoRR (2022)
Guojun Xiong, Jian Li, Rahul Singh
Reinforcement Learning for Finite-Horizon Restless Multi-Armed Multi-Action Bandits. CoRR (2021)
Ahmed M. Bedewy, Yin Sun, Rahul Singh, Ness B. Shroff
Low-Power Status Updates via Sleep-Wake Scheduling. CoRR (2021)
Guojun Xiong, Gang Yan, Rahul Singh, Jian Li
Straggler-Resilient Distributed Machine Learning with Dynamic Backup Workers. CoRR (2021)
Ahmed M. Bedewy, Yin Sun, Rahul Singh, Ness B. Shroff
Low-Power Status Updates via Sleep-Wake Scheduling. IEEE/ACM Trans. Netw. 29 (5) (2021)
Guojun Xiong, Rahul Singh, Jian Li
Learning Augmented Index Policy for Optimal Service Placement at the Network Edge. CoRR (2021)
Akshay Mete, Rahul Singh, Xi Liu, P. R. Kumar
Reward Biased Maximum Likelihood Estimation for Reinforcement Learning. L4DC (2021)
Rahul Singh, P. R. Kumar
Adaptive CSMA for Decentralized Scheduling of Multi-Hop Networks With End-to-End Deadline Constraints. IEEE/ACM Trans. Netw. 29 (3) (2021)
Rahul Singh, Fang Liu, Ness B. Shroff
A Partially Observable MDP Approach for Sequential Testing for Infectious Diseases such as COVID-19. CoRR (2020)
Ahmed M. Bedewy, Yin Sun, Rahul Singh, Ness B. Shroff
Optimizing information freshness using low-power status updates via sleep-wake scheduling. MobiHoc (2020)
Rahul Singh, Fang Liu, Yin Sun, Ness B. Shroff
Multi-Armed Bandits with Dependent Arms. CoRR (2020)
Rahul Singh, Abhishek Gupta, Ness B. Shroff
Learning in Markov Decision Processes under Constraints. CoRR (2020)
Rahul Singh, Fang Liu, Xin Liu, Ness B. Shroff
Contextual Bandits with Side-Observations. CoRR (2020)
Akshay Mete, Rahul Singh, P. R. Kumar
Reward Biased Maximum Likelihood Estimation for Reinforcement Learning. CoRR (2020)
Rahul Singh, P. R. Kumar
Learning in Networked Control Systems. CoRR (2020)
Rahul Singh, P. R. Kumar
Throughput Optimal Decentralized Scheduling of Multihop Networks With End-to-End Deadline Constraints: Unreliable Links. IEEE Trans. Autom. Control. 64 (1) (2019)
Rahul Singh, Gopal Krishna Kamath, P. R. Kumar
Optimal Information Updating based on Value of Information. CoRR (2019)
Rahul Singh, Gopal Krishna Kamath, P. R. Kumar
Optimal Information Updating based on Value of Information. Allerton (2019)
Ahmed M. Bedewy, Yin Sun, Rahul Singh, Ness B. Shroff
Optimal Age-Energy Trade-off via Sleep-Wake Scheduling. CoRR (2019)
Rahul Singh, P. R. Kumar
Optimal Decentralized Dynamic Policies for Video Streaming over Wireless Channels. CoRR (2019)
Anurag Rai, Rahul Singh, Eytan H. Modiano
A Distributed Algorithm for Throughput Optimal Routing in Overlay Networks. Networking (2019)
Igor Kadota, Abhishek Sinha, Elif Uysal-Biyikoglu, Rahul Singh, Eytan H. Modiano
Scheduling Policies for Minimizing Age of Information in Broadcast Wireless Networks. CoRR (2018)
Rahul Singh, P. R. Kumar, Le Xie
Decentralized Control via Dynamic Stochastic Prices: The Independent System Operator Problem. IEEE Trans. Autom. Control. 63 (10) (2018)
Igor Kadota, Abhishek Sinha, Elif Uysal-Biyikoglu, Rahul Singh, Eytan H. Modiano
Scheduling Policies for Minimizing Age of Information in Broadcast Wireless Networks. IEEE/ACM Trans. Netw. 26 (6) (2018)
Xueying Guo, Rahul Singh, P. R. Kumar, Zhisheng Niu
A Risk-Sensitive Approach for Packet Inter-Delivery Time Optimization in Networked Cyber-Physical Systems. IEEE/ACM Trans. Netw. 26 (4) (2018)
Rahul Singh, Xueying Guo, Eytan H. Modiano
Risk-Sensitive Optimal Control of Queues. CoRR (2017)
Rahul Singh, Xueying Guo, Eytan H. Modiano
Risk-sensitive optimal control of queues. CDC (2017)
Rahul Singh, Taposh Banerjee
Kiefer Wolfowitz Algorithm is Asymptotically Optimal for a Class of Non-Stationary Bandit Problems. CoRR (2017)
Rahul Singh, P. R. Kumar, Eytan H. Modiano
Throughput Optimal Decentralized Scheduling of Multi-Hop Networks with End-to-End Deadline Constraints: II Wireless Networks with Interference. CoRR (2017)
Rahul Singh, Eytan H. Modiano
Optimal Routing for Delay-Sensitive Traffic in Overlay Networks. CoRR (2017)
Xueying Guo, Rahul Singh, Tianchu Zhao, Zhisheng Niu
An index based task assignment policy for achieving optimal power-delay tradeoff in edge cloud systems. ICC (2016)
Rahul Singh, P. R. Kumar
Dynamic Adaptive Streaming using Index-Based Learning Algorithms. CoRR (2016)
Anurag Rai, Rahul Singh, Eytan H. Modiano
A Distributed Algorithm for Throughput Optimal Routing in Overlay Networks. CoRR (2016)
Rahul Singh, Alexander L. Stolyar
MaxWeight scheduling: "Smoothness" of the service process. INFOCOM (2016)
Rahul Singh, P. R. Kumar
Throughput Optimal Decentralized Scheduling of Multi-Hop Networks with End-to-End Deadline Constraints: Unreliable Links. CoRR (2016)
Igor Kadota, Elif Uysal-Biyikoglu, Rahul Singh, Eytan H. Modiano
Minimizing the Age of Information in broadcast wireless networks. Allerton (2016)
Rahul Singh, Panganamala Ramana Kumar
Decentralized throughput maximizing policies for deadline-constrained wireless networks. CDC (2015)
Xueying Guo, Rahul Singh, P. R. Kumar, Zhisheng Niu
A High Reliability Asymptotic Approach for Packet Inter-Delivery Time Optimization in Cyber-Physical Systems. CoRR (2015)
Xueying Guo, Rahul Singh, Panganamala Ramana Kumar, Zhisheng Niu
Optimal energy-efficient regular delivery of packets in cyber-physical systems. ICC (2015)
Rahul Singh, Panganamala Ramana Kumar, Le Xie
The ISO problem: Decentralized stochastic control via bidding schemes. Allerton (2015)
Rahul Singh, P. R. Kumar
Optimizing Quality of Experience of Dynamic Video Streaming over Fading Wireless Networks. CoRR (2015)
Rahul Singh, P. R. Kumar, Le Xie
The ISO Problem: Decentralized Stochastic Control via Bidding Schemes. CoRR (2015)
Rahul Singh, Alexander L. Stolyar
MaxWeight Scheduling: Asymptotic Behavior of Unscaled Queue-Differentials in Heavy Traffic. SIGMETRICS (2015)
Rahul Singh, Xueying Guo, Panganamala Ramana Kumar
Index Policies for Optimal Mean-Variance Trade-Off of Inter-delivery Times in Real-Time Sensor Networks. CoRR (2015)
Rahul Singh, Xueying Guo, P. R. Kumar
Index policies for optimal mean-variance trade-off of inter-delivery times in real-time sensor networks. INFOCOM (2015)
Rahul Singh, P. R. Kumar
Decentralized Throughput Maximizing Policies for Deadline-Constrained Wireless Networks. CoRR (2015)
Xueying Guo, Rahul Singh, Panganamala Ramana Kumar, Zhisheng Niu
A High Reliability Asymptotic Approach for Packet Inter-Delivery Time Optimization in Cyber-Physical Systems. MobiHoc (2015)
Rahul Singh, Ke Ma, Anupam A. Thatte, P. R. Kumar, Le Xie
A theory for the economic operation of a smart grid with stochastic renewables, demand response and storage. CDC (2015)
Rahul Singh, Ke Ma, Anupam A. Thatte, Panganamala Ramana Kumar, Le Xie
A Theory for the Operation of the Independent System Operator in a Smart Grid with Stochastic Renewables, Demand Response and Storage. CoRR (2015)
Xueying Guo, Rahul Singh, Panganamala Ramana Kumar, Zhisheng Niu
Optimal Energy-Efficient Regular Delivery of Packets in Cyber-Physical Systems. CoRR (2015)
Rahul Singh, P. R. Kumar
Optimizing quality of experience of dynamic video streaming over fading wireless networks. CDC (2015)
Rahul Singh, I-Hong Hou, P. R. Kumar
Fluctuation analysis of debt based policies for wireless networks with hard delay constraints. INFOCOM (2014)
P. T. Akhil, Rahul Singh, Rajesh Sundaresan
A polymatroid approach to separable convex optimization with linear ascending constraints. NCC (2014)
I-Hong Hou, Rahul Singh
Capacity and Scheduling of Access Points for Multiple Live Video Streams. CoRR (2013)
Rahul Singh, I-Hong Hou, P. R. Kumar
Pathwise performance of debt based policies for wireless networks with hard delay constraints. CDC (2013)
I-Hong Hou, Rahul Singh
Scheduling of access points for multiple live video streams. MobiHoc (2013)
Rahul Singh, I-Hong Hou, P. R. Kumar
Pathwise Performance of Debt Based Policies for Wireless Networks with Hard Delay Constraints. CoRR (2013)
I-Hong Hou, Rahul Singh
Real-Time Stochastic Processing Networks with Concurrent Resource Requirements CoRR (2012)
Rahul Singh, Vijay Gupta
On LQR control with asynchronous clocks. CDC/ECC (2011)
Gaurav Nigam, Rahul Singh, A. K. Chaturvedi
Finite Duration Root Nyquist Pulses with Maximum In-Band Fractional Energy. IEEE Commun. Lett. 14 (9) (2010)