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Mayank Baranwal

2 accepted papers

2023

PowRL: A Reinforcement Learning Framework for Robust Management of Power Networks

AAAI 2023technical

Power grids, across the world, play an important societal and economical role by providing uninterrupted, reliable and transient-free power to several industries, businesses and household consumers. With the advent of renewable power resources and EVs resulting into uncertain generation and highly d…

Cited by 19SourcePDFScholar
2022

Breaking the Convergence Barrier: Optimization via Fixed-Time Convergent Flows

AAAI 2022technical

Accelerated gradient methods are the cornerstones of large-scale, data-driven optimization problems that arise naturally in machine learning and other fields concerning data analysis. We introduce a gradient-based optimization framework for achieving acceleration, based on the recently introduced no…

Cited by 10SourcePDFScholar