26 citations · 92 across the 15 of their papers we have counts for
Showing 2021Show all
2 papers · 1 filter
math.OC2021★ 3 cited
Regret Analysis of Learning-Based MPC with Partially-Unknown Cost Function
Ilgin Dogan, Zuo-Jun Max Shen, Anil Aswani
The exploration/exploitation trade-off is an inherent challenge in data-driven adaptive control. Though this trade-off has been studied for multi-armed bandits (MAB's) and reinforc…
cs.LG2021★ 5 cited
Smart Feasibility Pump: Reinforcement Learning for (Mixed) Integer Programming
Meng Qi, Mengxin Wang, Zuo-Jun Shen
In this work, we propose a deep reinforcement learning (DRL) model for finding a feasible solution for (mixed) integer programming (MIP) problems. Finding a feasible solution for M…