16 citations · 17 across the 4 of their papers we have counts for
3 papers · 1 filter
Escaping Saddle Points for Zeroth-order Nonconvex Optimization using Estimated Gradient Descent
Qinbo Bai, Mridul Agarwal, Vaneet Aggarwal
Gradient descent and its variants are widely used in machine learning. However, oracle access of gradient may not be available in many applications, limiting the direct use of grad…
Encoders and Decoders for Quantum Expander Codes Using Machine Learning
Sathwik Chadaga, Mridul Agarwal, Vaneet Aggarwal
Quantum key distribution (QKD) allows two distant parties to share encryption keys with security based on laws of quantum mechanics. In order to share the keys, the quantum bits ha…
Reinforcement Learning for Mean Field Game
Mridul Agarwal, Vaneet Aggarwal, Arnob Ghosh +1
Stochastic games provide a framework for interactions among multiple agents and enable a myriad of applications. In these games, agents decide on actions simultaneously, the state…