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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 19Source ↗PDF ↗Scholar ↗
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 10Source ↗PDF ↗Scholar ↗