conftrace_

neural network surrogate

6 papers

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Co-occurring keywords

mixed-integer programming (64) surrogate model (181) physics-informed learning (66) differentiable simulation (29) computational fluid dynamics (22) neural operator (74) model-based optimization (31) combinatorial constraint (10) design optimization (11) decision-making under uncertainty (8)

Papers

FUSE: Fast Unified Simulation and Estimation for PDEs NIPS 2024
Neural Network Accelerated Implicit Filtering: Integrating Neural Network Surrogates With Provably Convergent Derivative Free Optimization Methods ICML 2023
Constrained Discrete Black-Box Optimization using Mixed-Integer Programming ICML 2022
Fast Aquatic Swimmer Optimization with Differentiable Projective Dynamics and Neural Network Hydrodynamic Models ICML 2022
Latent Space Simulation for Carbon Capture Design Optimization AAAI 2022
Neur2SP: Neural Two-Stage Stochastic Programming NIPS 2022