surrogate modeling

Fast 3D Surrogate Modeling for Data Center Thermal Management AAAI 2026 HGATSolver: A Heterogeneous Graph Attention Solver for Fluid–Structure Interaction AAAI 2026 Nanoporous Materials Discovery via Search Bias-Guided Surrogate Modeling AAAI 2026 SMART: A Surrogate Model for Predicting Application Runtime in Dragonfly Systems AAAI 2026 DiffIM: Differentiable Influence Minimization with Surrogate Modeling and Continuous Relaxation AAAI 2025 PDE-Transformer: Efficient and Versatile Transformers for Physics Simulations ICML 2025 Large Language Models to Enhance Bayesian Optimization ICLR 2024 Multi-Fidelity Residual Neural Processes for Scalable Surrogate Modeling ICML 2024 PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs NeurIPS 2024 Surrogate Active Subspaces for Jump-Discontinuous Functions AISTATS 2024 Surrogate Bayesian Networks for Approximating Evolutionary Games AISTATS 2024 ContinuAR: Continuous Autoregression For Infinite-Fidelity Fusion NeurIPS 2023 Domain Agnostic Fourier Neural Operators NeurIPS 2023 Efficient Activation Function Optimization through Surrogate Modeling NeurIPS 2023 Hierarchical-Hyperplane Kernels for Actively Learning Gaussian Process Models of Nonstationary Systems AISTATS 2023 Jana: Jointly amortized neural approximation of complex Bayesian models UAI 2023 Neural Implicit Flow: a mesh-agnostic dimensionality reduction paradigm of spatio-temporal data JMLR 2023 PFNs4BO: In-Context Learning for Bayesian Optimization ICML 2023 Scalable Transformer for PDE Surrogate Modeling NeurIPS 2023 Transfer Learning Enhanced DeepONet for Long-Time Prediction of Evolution Equations AAAI 2023 Conditionally Parameterized, Discretization-Aware Neural Networks for Mesh-Based Modeling of Physical Systems NeurIPS 2021 Learning Composable Energy Surrogates for PDE Order Reduction NeurIPS 2020 Optimizing Black-box Metrics with Adaptive Surrogates ICML 2020 A Spectral Approach for the Design of Experiments: Design, Analysis and Algorithms JMLR 2018 ELFI: Engine for Likelihood-Free Inference JMLR 2018