Learning Surrogates for Offline Black-Box Optimization via Gradient Matching

Keyphrases

• Surrogate Model 100%
• Offline Data 100%
• Black-box Optimization 100%
• Gradient Matching 100%
• Performance Gap 66%
• Material Design 33%
• Quality-oriented 33%
• Black Box 33%
• In Silico 33%
• Process Optimization 33%
• Engineering Application 33%
• Performance Loss 33%
• Matching Algorithm 33%
• Gradient Field 33%
• Offline Optimization 33%
• Chemical Design 33%
• Surrogate Function 33%
• Real-world Benchmark 33%
• Science Application 33%
• Design Optimization Problem 33%
• Online Experimentation 33%

Engineering

• Surrogate Model 100%
• Black Box 100%
• Optimisation Problem 33%
• Engineering Application 33%
• Matching Algorithm 33%
• Performance Loss 33%
• Gradient Field 33%
• Candidate Design 33%
• Design Optimization 33%