surrogate model

Gaussian Process Surrogate Models for Neural Networks UAI 2023 Graph of Circuits with GNN for Exploring the Optimal Design Space NeurIPS 2023 Hierarchical-Hyperplane Kernels for Actively Learning Gaussian Process Models of Nonstationary Systems AISTATS 2023 Hydro: Surrogate-Based Hyperparameter Tuning Service in Datacenters OSDI 2023 Implicit Transfer Operator Learning: Multiple Time-Resolution Models for Molecular Dynamics NeurIPS 2023 Landscape Surrogate: Learning Decision Losses for Mathematical Optimization Under Partial Information NeurIPS 2023 Learning Controllable Adaptive Simulation for Multi-resolution Physics ICLR 2023 Learning Efficient Surrogate Dynamic Models with Graph Spline Networks NeurIPS 2023 Learning Neural PDE Solvers with Parameter-Guided Channel Attention ICML 2023 Learning to Optimize with Stochastic Dominance Constraints AISTATS 2023 Multilevel Bayesian Quadrature AISTATS 2023 Neural Operator: Learning Maps Between Function Spaces With Applications to PDEs JMLR 2023 Optimizing Hyperparameters with Conformal Quantile Regression ICML 2023 Parallel-mentoring for Offline Model-based Optimization NeurIPS 2023 PETAL: Physics Emulation Through Averaged Linearizations for Solving Inverse Problems NeurIPS 2023 PFNs4BO: In-Context Learning for Bayesian Optimization ICML 2023 Poisson Process for Bayesian Optimization AutoML 2023 Sampling-free Inference for Ab-Initio Potential Energy Surface Networks ICLR 2023 Scalable Bayesian Optimization Using Vecchia Approximations of Gaussian Processes AISTATS 2023 Self-Adjusting Weighted Expected Improvement for Bayesian Optimization AutoML 2023 Seq2Seq Surrogates of Epidemic Models to Facilitate Bayesian Inference AAAI 2023 SurCo: Learning Linear SURrogates for COmbinatorial Nonlinear Optimization Problems ICML 2023 Surrogate Assisted Generation of Human-Robot Interaction Scenarios CoRL 2023 Surrogate Assisted Semi-supervised Inference for High Dimensional Risk Prediction JMLR 2023 Surrogate Model Extension (SME): A Fast and Accurate Weight Update Attack on Federated Learning ICML 2023