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Rahul Singh 0001
Person information
- affiliation: Indian Institute of Science, Bengaluru, India
- affiliation: Ohio State University, Columbus, OH, USA
- affiliation (former): MIT, Laboratory for Information & Decision Systems, Cambridge, MA, USA
- affiliation (PhD 2015): Texas A&M University, College Station, TX, USA
Other persons with the same name
- Rahul Singh — disambiguation page
- Rahul Singh 0002
— Georgia Institute of Technology, Atlanta, GA, USA
- Rahul Singh 0003
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2020 – today
- 2024
- [j12]Rahul Singh
Multi-armed bandits with dependent arms. Mach. Learn. 113(1): 45-71 (2024) - [j11]Avik Kar
Linear Bandits With Side Observations on Networks. IEEE/ACM Trans. Netw. 32(5): 4222-4237 (2024) - [j10]Guojun Xiong
Whittle Index-Based Q-Learning for Wireless Edge Caching With Linear Function Approximation. IEEE/ACM Trans. Netw. 32(5): 4286-4301 (2024) - [c27]Rahul Singh, Akshay Mete, Avik Kar, Panganamala R. Kumar:
Finite Time Logarithmic Regret Bounds for Self-Tuning Regulation. ICML 2024 - [i36]Avik Kar, Rahul Singh:
Adaptive Discretization-based Non-Episodic Reinforcement Learning in Metric Spaces. CoRR abs/2405.18793 (2024) - [i35]Avik Kar, Rahul Singh:
Provably Adaptive Average Reward Reinforcement Learning for Metric Spaces. CoRR abs/2410.19919 (2024) - 2023
- [j9]Rahul Singh
Learning in Constrained Markov Decision Processes. IEEE Trans. Control. Netw. Syst. 10(1): 441-453 (2023) - [j8]Guidan Yao
Delay-Optimal Scheduling for Integrated mmWave - Sub-6 GHz Systems With Markovian Blockage Model. IEEE Trans. Mob. Comput. 22(9): 5124-5139 (2023) - [c26]Akshay Mete, Rahul Singh, P. R. Kumar:
The Reward Biased Method: An Optimism based Approach for Reinforcement Learning. Allerton 2023: 1-7 - [i34]Rahul Singh, Akshay Mete, Avik Kar, P. R. Kumar:
Finite Time Regret Bounds for Minimum Variance Control of Autoregressive Systems with Exogenous Inputs. CoRR abs/2305.16974 (2023) - 2022
- [c25]Guojun Xiong, Jian Li, Rahul Singh:
Reinforcement Learning Augmented Asymptotically Optimal Index Policy for Finite-Horizon Restless Bandits. AAAI 2022: 8726-8734 - [c24]Akshay Mete, Rahul Singh, P. R. Kumar:
The RBMLE method for Reinforcement Learning. CISS 2022: 107-112 - [c23]Guojun Xiong, Xudong Qin, Bin Li
Index-aware reinforcement learning for adaptive video streaming at the wireless edge. MobiHoc 2022: 81-90 - [c22]Akshay Mete, Rahul Singh, P. R. Kumar:
Augmented RBMLE-UCB Approach for Adaptive Control of Linear Quadratic Systems. NeurIPS 2022 - [i33]Akshay Mete, Rahul Singh, P. R. Kumar:
Augmented RBMLE-UCB Approach for Adaptive Control of Linear Quadratic Systems. CoRR abs/2201.10542 (2022) - [i32]Guojun Xiong, Shufan Wang, Jian Li, Rahul Singh:
Model-free Reinforcement Learning for Content Caching at the Wireless Edge via Restless Bandits. CoRR abs/2202.13187 (2022) - 2021
- [j7]Rahul Singh
Adaptive CSMA for Decentralized Scheduling of Multi-Hop Networks With End-to-End Deadline Constraints. IEEE/ACM Trans. Netw. 29(3): 1224-1237 (2021) - [j6]Ahmed M. Bedewy
Low-Power Status Updates via Sleep-Wake Scheduling. IEEE/ACM Trans. Netw. 29(5): 2129-2141 (2021) - [c21]Akshay Mete, Rahul Singh, Xi Liu, P. R. Kumar:
Reward Biased Maximum Likelihood Estimation for Reinforcement Learning. L4DC 2021: 815-827 - [i31]Guojun Xiong, Rahul Singh, Jian Li:
Learning Augmented Index Policy for Optimal Service Placement at the Network Edge. CoRR abs/2101.03641 (2021) - [i30]Ahmed M. Bedewy, Yin Sun, Rahul Singh, Ness B. Shroff:
Low-Power Status Updates via Sleep-Wake Scheduling. CoRR abs/2102.02846 (2021) - [i29]Guojun Xiong, Gang Yan, Rahul Singh, Jian Li:
Straggler-Resilient Distributed Machine Learning with Dynamic Backup Workers. CoRR abs/2102.06280 (2021) - [i28]Guojun Xiong, Jian Li, Rahul Singh:
Reinforcement Learning for Finite-Horizon Restless Multi-Armed Multi-Action Bandits. CoRR abs/2109.09855 (2021) - 2020
- [c20]Ahmed M. Bedewy, Yin Sun, Rahul Singh, Ness B. Shroff:
Optimizing information freshness using low-power status updates via sleep-wake scheduling. MobiHoc 2020: 51-60 - [i27]Rahul Singh, Abhishek Gupta, Ness B. Shroff:
Learning in Markov Decision Processes under Constraints. CoRR abs/2002.12435 (2020) - [i26]Rahul Singh, P. R. Kumar:
Learning in Networked Control Systems. CoRR abs/2003.09596 (2020) - [i25]Rahul Singh, Fang Liu, Xin Liu, Ness B. Shroff:
Contextual Bandits with Side-Observations. CoRR abs/2006.03951 (2020) - [i24]Rahul Singh, Fang Liu, Ness B. Shroff:
A Partially Observable MDP Approach for Sequential Testing for Infectious Diseases such as COVID-19. CoRR abs/2007.13023 (2020) - [i23]Rahul Singh, Fang Liu, Yin Sun, Ness B. Shroff:
Multi-Armed Bandits with Dependent Arms. CoRR abs/2010.09478 (2020) - [i22]Akshay Mete, Rahul Singh, P. R. Kumar:
Reward Biased Maximum Likelihood Estimation for Reinforcement Learning. CoRR abs/2011.07738 (2020)
2010 – 2019
- 2019
- [j5]Rahul Singh
Throughput Optimal Decentralized Scheduling of Multihop Networks With End-to-End Deadline Constraints: Unreliable Links. IEEE Trans. Autom. Control. 64(1): 127-142 (2019) - [c19]Rahul Singh, Gopal Krishna Kamath, P. R. Kumar:
Optimal Information Updating based on Value of Information. Allerton 2019: 847-854 - [c18]Anurag Rai, Rahul Singh, Eytan H. Modiano:
A Distributed Algorithm for Throughput Optimal Routing in Overlay Networks. Networking 2019: 1-9 - [i21]Rahul Singh, P. R. Kumar:
Optimal Decentralized Dynamic Policies for Video Streaming over Wireless Channels. CoRR abs/1902.07418 (2019) - [i20]Rahul Singh, Gopal Krishna Kamath, P. R. Kumar:
Optimal Information Updating based on Value of Information. CoRR abs/1908.01119 (2019) - [i19]Ahmed M. Bedewy, Yin Sun, Rahul Singh, Ness B. Shroff:
Optimal Age-Energy Trade-off via Sleep-Wake Scheduling. CoRR abs/1910.00205 (2019) - 2018
- [j4]Rahul Singh
Decentralized Control via Dynamic Stochastic Prices: The Independent System Operator Problem. IEEE Trans. Autom. Control. 63(10): 3206-3220 (2018) - [j3]Xueying Guo
A Risk-Sensitive Approach for Packet Inter-Delivery Time Optimization in Networked Cyber-Physical Systems. IEEE/ACM Trans. Netw. 26(4): 1976-1989 (2018) - [j2]Igor Kadota
Scheduling Policies for Minimizing Age of Information in Broadcast Wireless Networks. IEEE/ACM Trans. Netw. 26(6): 2637-2650 (2018) - [i18]Igor Kadota, Abhishek Sinha, Elif Uysal-Biyikoglu, Rahul Singh, Eytan H. Modiano:
Scheduling Policies for Minimizing Age of Information in Broadcast Wireless Networks. CoRR abs/1801.01803 (2018) - 2017
- [c17]Rahul Singh, Xueying Guo, Eytan H. Modiano:
Risk-sensitive optimal control of queues. CDC 2017: 3563-3568 - [i17]Rahul Singh, Taposh Banerjee:
Kiefer Wolfowitz Algorithm is Asymptotically Optimal for a Class of Non-Stationary Bandit Problems. CoRR abs/1702.08000 (2017) - [i16]Rahul Singh, Eytan H. Modiano:
Optimal Routing for Delay-Sensitive Traffic in Overlay Networks. CoRR abs/1703.07419 (2017) - [i15]Rahul Singh, Xueying Guo, Eytan H. Modiano:
Risk-Sensitive Optimal Control of Queues. CoRR abs/1708.08178 (2017) - [i14]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 abs/1709.01672 (2017) - 2016
- [c16]Igor Kadota
Minimizing the Age of Information in broadcast wireless networks. Allerton 2016: 844-851 - [c15]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: 1-7 - [c14]Rahul Singh, Alexander L. Stolyar:
MaxWeight scheduling: "Smoothness" of the service process. INFOCOM 2016: 1-9 - [i13]Rahul Singh, P. R. Kumar:
Throughput Optimal Decentralized Scheduling of Multi-Hop Networks with End-to-End Deadline Constraints: Unreliable Links. CoRR abs/1606.01608 (2016) - [i12]Anurag Rai, Rahul Singh, Eytan H. Modiano:
A Distributed Algorithm for Throughput Optimal Routing in Overlay Networks. CoRR abs/1612.05537 (2016) - [i11]Rahul Singh, P. R. Kumar:
Dynamic Adaptive Streaming using Index-Based Learning Algorithms. CoRR abs/1612.05864 (2016) - 2015
- [c13]Rahul Singh, Panganamala Ramana Kumar, Le Xie
The ISO problem: Decentralized stochastic control via bidding schemes. Allerton 2015: 552-559 - [c12]Rahul Singh, Panganamala Ramana Kumar:
Decentralized throughput maximizing policies for deadline-constrained wireless networks. CDC 2015: 3759-3766 - [c11]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: 3778-3785 - [c10]Rahul Singh, P. R. Kumar:
Optimizing quality of experience of dynamic video streaming over fading wireless networks. CDC 2015: 7195-7200 - [c9]Xueying Guo, Rahul Singh, Panganamala Ramana Kumar, Zhisheng Niu:
Optimal energy-efficient regular delivery of packets in cyber-physical systems. ICC 2015: 3186-3191 - [c8]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: 505-512 - [c7]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: 197-206 - [c6]Rahul Singh, Alexander L. Stolyar:
MaxWeight Scheduling: Asymptotic Behavior of Unscaled Queue-Differentials in Heavy Traffic. SIGMETRICS 2015: 431-432 - [i10]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 abs/1501.06446 (2015) - [i9]Xueying Guo, Rahul Singh, Panganamala Ramana Kumar, Zhisheng Niu:
Optimal Energy-Efficient Regular Delivery of Packets in Cyber-Physical Systems. CoRR abs/1502.07809 (2015) - [i8]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 abs/1504.03076 (2015) - [i7]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 abs/1507.04657 (2015) - [i6]Rahul Singh, P. R. Kumar:
Decentralized Throughput Maximizing Policies for Deadline-Constrained Wireless Networks. CoRR abs/1509.05293 (2015) - [i5]Rahul Singh, P. R. Kumar:
Optimizing Quality of Experience of Dynamic Video Streaming over Fading Wireless Networks. CoRR abs/1509.05317 (2015) - [i4]Rahul Singh, P. R. Kumar, Le Xie:
The ISO Problem: Decentralized Stochastic Control via Bidding Schemes. CoRR abs/1510.00983 (2015) - 2014
- [c5]Rahul Singh, I-Hong Hou, P. R. Kumar:
Fluctuation analysis of debt based policies for wireless networks with hard delay constraints. INFOCOM 2014: 2400-2408 - [c4]P. T. Akhil, Rahul Singh, Rajesh Sundaresan:
A polymatroid approach to separable convex optimization with linear ascending constraints. NCC 2014: 1-5 - 2013
- [c3]Rahul Singh, I-Hong Hou, P. R. Kumar:
Pathwise performance of debt based policies for wireless networks with hard delay constraints. CDC 2013: 7838-7843 - [c2]I-Hong Hou, Rahul Singh:
Scheduling of access points for multiple live video streams. MobiHoc 2013: 267-270 - [i3]I-Hong Hou, Rahul Singh:
Capacity and Scheduling of Access Points for Multiple Live Video Streams. CoRR abs/1306.2360 (2013) - [i2]Rahul Singh
Pathwise Performance of Debt Based Policies for Wireless Networks with Hard Delay Constraints. CoRR abs/1309.3798 (2013) - 2012
- [i1]I-Hong Hou, Rahul Singh:
Real-Time Stochastic Processing Networks with Concurrent Resource Requirements. CoRR abs/1204.4467 (2012) - 2011
- [c1]Rahul Singh, Vijay Gupta
On LQR control with asynchronous clocks. CDC/ECC 2011: 3148-3153 - 2010
- [j1]Gaurav Nigam, Rahul Singh, A. K. Chaturvedi:
Finite Duration Root Nyquist Pulses with Maximum In-Band Fractional Energy. IEEE Commun. Lett. 14(9): 797-799 (2010)
Coauthor Index
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