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Kunal Garg

2 accepted papers

2023

Neural Graph Control Barrier Functions Guided Distributed Collision-avoidance Multi-agent Control

CoRL 2023poster

We consider the problem of designing distributed collision-avoidance multi-agent control in large-scale environments with potentially moving obstacles, where a large number of agents are required to maintain safety using only local information and reach their goals. This paper addresses the problem…

Cited by 33SourcecodeScholar
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