Heed the noise in performance evaluations in neural architecture search

INIS

• evaluation 100%
• noise 100%
• architecture 100%
• performance 100%
• datasets 40%
• levels 20%
• neural networks 20%
• algorithms 20%
• validation 20%
• stochastic processes 20%
• budgets 10%
• reduction 10%
• optimization 10%
• genetic algorithms 10%
• trains 10%
• images 10%
• randomness 10%
• learning 10%

Computer Science

• Performance Evaluation 100%
• Neural Architecture Search 100%
• Architecture Evaluation 40%
• Multiple Network 20%
• Initialization 20%
• Validation Dataset 20%
• Combinatorial Optimisation 20%
• Evolutionary Algorithms 20%
• Average Performance 20%
• Optimization Formulation 20%
• Image Segmentation 20%
• Perform Experiment 20%
• Neural Network 20%
• Neural Network Architecture 20%