Surrogate Model

ZeroGrads: Learning Local Surrogates for Non-Differentiable Graphics

Michael Fischer, Tobias Ritschel

Journal SIGGRAPH 2024 Rendering
Differentiable Rendering Surrogate Model Black-Box Optimization Gradient Estimation Inverse Rendering

Accelerated Gamut Discovery via Massive Parallelization

Navid Ansari, Hans-Peter Seidel, Vahid Babaei

Conference SIGGRAPH 2025 Neural & Generative
Bayesian Optimization Neural Network Computational Design Multi-Objective Optimization Surrogate Model Inverse Design

DiffSurFlow: Efficient and Robust Differentiable Fluid Optimization via Surrogate Strategy on Flow Map

Yuhao Quan, Hui Wang, Weile Lian, Zhi Wang, Xubo Yang

Journal meta-only SIGGRAPH 2026 Animation & Simulation
Differentiable Simulation Fluid Simulation Flow Map Gradient Optimization Surrogate Model