P. R. Kumar

1. The capacity of wireless networks
   2000/03/01 by P. Gupta, Piyush Gupta, P.R. Kumar +1 · 167 citations
   Computer Science · #Mobile Ad Hoc Networks #Wireless Networks and Protocols #Cooperative Communication and Network Coding
2. Dynamic Watermarking: Active Defense of Networked Cyber–Physical Systems
   2016/11/08 by Bharadwaj Satchidanandan, P. R. Kumar · 15 citations
   Engineering · Computer Science · #Smart Grid Security and Resilience #Advanced Steganography and Watermarking Techniques #Advanced Malware Detection Techniques
3. Dynamic Watermarking: Active Defense of Networked Cyber-Physical Systems
   2016/06/27 by Bharadwaj Satchidanandan, Satchidanandan, Bharadwaj, P. R. Kumar +1 · 9 citations
   Computer Science · Engineering · #Dynamical Systems (math.DS) #FOS: Electrical engineering #FOS: Mathematics #Network Security and Intrusion Detection #Security and Verification in Computing #Smart Grid Security and Resilience #Systems and Control (eess.SY) #electronic engineering #information engineering
4. Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation
   2023/07/17 by Ruida Zhou, Tao Liu, Zhou, Ruida +9 · 10 citations
   Computer Science · #Adaptive Dynamic Programming Control #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Reinforcement Learning in Robotics #Robotics (cs.RO)
5. Learning Policies with Zero or Bounded Constraint Violation for\n Constrained MDPs
   2021/06/04 by Tao Liu, Ruida Zhou, Liu, Tao +7 · 3 citations
   Computer Science · #Reinforcement Learning in Robotics #Adversarial Robustness in Machine Learning #Formal Methods in Verification
6. Optimal Computation of Symmetric Boolean Functions in Collocated Networks
   2011/05/06 by Hemant Kowshik, Kowshik, Hemant, P. R. Kumar +1 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #DNA and Biological Computing #Distributed #Error Correcting Code Techniques #FOS: Computer and information sciences #Information Theory (cs.IT) #Networking and Internet Architecture (cs.NI) #Parallel #Wireless Communication Security Techniques #and Cluster Computing (cs.DC)
7. Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement Learning
   2022/06/10 by Ruida Zhou, Zhou, Ruida, Tao Liu +7 · 2 citations
   Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Data Classification #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
8. Scenario-based Economic Dispatch with Uncertain Demand Response
   2017/11/29 by Hao Ming, Le Xie, Ming, Hao +7 · 1 citation
   Engineering · #Electric Power System Optimization #Smart Grid Energy Management #Optimal Power Flow Distribution
9. On an Information and Control Architecture for Future Electric Energy Systems
   2022/06/01 by Le Xie, Xie, Le, Tong Huang +7 · 1 citation
   Engineering · #FOS: Electrical engineering #Power Systems and Technologies #Smart Grid Energy Management #Smart Grid Security and Resilience #Systems and Control (eess.SY) #electronic engineering #information engineering
10. Policy Optimization for Constrained MDPs with Provable Fast Global Convergence
    2021/10/31 by Tao Liu, Liu, Tao, Ruida Zhou +7 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Reinforcement Learning in Robotics #Stochastic Gradient Optimization Techniques
11. Provable Policy Gradient Methods for Average-Reward Markov Potential Games
    2024/03/09 by Min Cheng, Cheng, Min, Ruida Zhou +5 · 1 citation
    Computer Science · Decision Sciences · Engineering · #Advanced Control Systems Optimization #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Risk and Portfolio Optimization
12. Linear Convergence of Independent Natural Policy Gradient in Games with Entropy Regularization
    2024/05/04 by Youbang Sun, Tao Liu, Sun, Youbang +5 · 1 citation
    Economics, Econometrics and Finance · #Economic Policies and Impacts #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Optimization and Control (math.OC)
13. Throughput-Optimal Scheduling for Multi-Hop Networked Transportation Systems With Switch-Over Delay
    2017/01/15 by Ping-Chun Hsieh, Hsieh, Ping-Chun, Xi Liu +9 · 1 citation
    Computer Science · Engineering · #FOS: Computer and information sciences #Network Traffic and Congestion Control #Networking and Internet Architecture (cs.NI) #Traffic control and management #Vehicular Ad Hoc Networks (VANETs)