Multi-strategy multi-objective differential evolutionary algorithm with reinforcement learning

A fast and elitist multiobjective genetic algorithm: NSGA-II

Kalyanmoy Deb, Amrit Pratap, Sakshi Agarwal et al. · IEEE Transactions on Evolutionary Computation · 2002 · 47.8K citations

Natural Sciences, Evolutionary Biology, Algorithms +10

Human-level control through deep reinforcement learning

Volodymyr Mnih, Koray Kavukcuoglu, David Silver et al. · Nature · 2015 · 30K citations

Computing, Computer Science, Artificial Intelligence +8

MOEA/D: A Multiobjective Evolutionary Algorithm Based on Decomposition

Qingfu Zhang, Hui Li · IEEE Transactions on Evolutionary Computation · 2007 · 9.6K citations

Natural Sciences, Computer Science, Algorithms +16

Q-learning

Christopher J. Watkins, Peter Dayan · Machine Learning · 1992 · 9K citations · Full text

An Evolutionary Many-Objective Optimization Algorithm Using Reference-Point-Based Nondominated Sorting Approach, Part I: Solving Problems With Box Constraints

Kalyanmoy Deb, Himanshu Jain · IEEE Transactions on Evolutionary Computation · 2013 · 6.8K citations

Natural Sciences, Computer Science, Algorithms +15