# overview
I work in the areas of Reinforcement Learning, Stochastic Control and Game Theory, with a focus on problems in cyber-physical systems, intelligent transportation systems and renewable energy systems.

# keywords[]
12 Responsible Consumption And Production

# educationAndTraining[].organization.label
National Institute of Technology Calicut - (Kozhikode, Kerala, India)

# educationAndTraining[].organization.label
University of Southern California - (Los Angeles, California, United States)

# educationAndTraining[].organization.label
Indian Institute of Technology Madras - (Chennai, Tamil Nadu, India)

# awardsAndHonors[].label
Faculty Early Career Development (CAREER) Program

# publications[].label
The Sharing Economy for Residential Solar Generation

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

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Coordination of Wind Power and Flexible Load through Demand Response Options

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Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
QFlow: A Learning Approach to High QoE Video Streaming at the Wireless Edge

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Incentives for Cooperative Relaying in a Simple Information-Theoretic Model

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

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Generative Adversarial Networks-Based Synthetic PMU Data Creation for Improved Event Classification

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Deep Reinforcement Learning-Based Robust Protection in DER-Rich Distribution Grids

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Multi-player Multi-armed Bandits: Decentralized Learning with IID Rewards

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Learning to Cache and Caching to Learn: Regret Analysis of Caching Algorithms

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Mechanism Design for Demand Response Programs

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
The Sharing Economy for the Electricity Storage

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].publisher
Institute for Operations Research and the Management Sciences (INFORMS)

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Fully Decentralized Reinforcement Learning-Based Control of Photovoltaics in Distribution Grids for Joint Provision of Real and Reactive Power

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Decoupled Data-Based Approach for Learning to Control Nonlinear Dynamical Systems

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Empirical Policy Iteration for Approximate Dynamic Programming

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Optimal Decentralized Control in Unidirectional One-Step Delayed Sharing Pattern

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
A contracts-based approach for spectrum sharing among cognitive radios

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Communication Games on the Generalized Gaussian Relay Channel

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Optimal Decentralized Control in Unidirectional One-Step Delayed Sharing Pattern with Partial Output Feedback

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Baseline Estimation and Scheduling for Demand Response

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].tags
12 Responsible Consumption and Production

# publications[].label
On Regret-Optimal Learning in Decentralized Multiplayer Multiarmed Bandits

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Estimating Phase Duration for SPaT Messages

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Decentralized Learning for Multi-player Multi-armed Bandits

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

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DETERRENT: Detecting Trojans Using Reinforcement Learning

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

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Spectrum Sharing through Contracts for Cognitive Radios

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Optimal Decentralized Control With Asymmetric One-Step Delayed Information Sharing

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Mechanism Design for Self-Reporting Baselines in Demand Response

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Approachability in Stackelberg Stochastic Games with Vector Costs

# publications[].label
Empirical Value Iteration for Approximate Dynamic Programming

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Bounded Regret for Finitely Parameterized Multi-Armed Bandits

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# publications[].label
Decentralized Learning for Multiplayer Multiarmed Bandits

# publications[].publisher
Institute of Electrical and Electronics Engineers (IEEE)

# researcherOn[].label
Collaborative Research: CNS Core: Medium: Learning to Cache and Caching to Learn in High Performance Caching Systems

# researcherOn[].awardedBy.label
Directorate for Computer & Information Science & Engineering - (Arlington, Virginia, United States)

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EAGER: Real-Time: Precision Reserves from Flexible Loads: An Online Reinforcement Learning Approach

# researcherOn[].awardedBy.label
National Science Foundation - (Arlington, Virginia, United States)

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CRII: CPS: Towards a Model-Based Reinforcement Learning Approach for Safe Operation of Distributed Energy Systems

# researcherOn[].awardedBy.label
National Science Foundation - (Arlington, Virginia, United States)

# streetAddress
Texas A&M University; Electrical Engineering; 3128 TAMU