Multiobjective Hyperparameter Optimization for Deep Learning Interatomic Potential Training Using NSGA-II.
Mark ColettiAda SedovaRajni ChahalLuke GibsonSantanu RoyVyacheslav BryantsevPublished in: ICPP Workshops (2023)
Keyphrases
- multi objective
- nsga ii
- deep learning
- evolutionary multiobjective
- optimization algorithm
- multiobjective optimization
- uniform design
- optimization problems
- deep architectures
- evolutionary algorithm
- multi objective evolutionary algorithms
- multi objective optimization
- multiple objectives
- multiobjective evolutionary algorithm
- multiobjective optimization problems
- pareto optimal
- optimum design
- test problems
- particle swarm optimization
- optimal solution
- genetic algorithm
- multi objective optimization problems
- multi objective optimisation
- unsupervised learning
- pareto optimal solutions
- bi objective
- objective function
- pareto dominance
- model selection
- combinatorial optimization
- machine learning
- training set
- pareto optimal set
- mental models
- knapsack problem
- multi objective problems
- metaheuristic
- training samples
- strength pareto evolutionary algorithm
- crossover operator
- differential evolution
- scheduling problem
- lower bound