conftrace_

numerical solver

14 papers

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Co-occurring keywords

partial differential equation (222) neural network (6616) numerical analysis (23) graph neural network (3962) pde solver (3) automatic differentiation (77) functional differential equation (1) cylindrical approximation (1) high-dimensional pde (4) neural differential equation (36)

Papers

Efficient Training of Neural Fractional-Order Differential Equation via Adjoint Backpropagation AAAI 2025
Personal Travel Solver: A Preference-Driven LLM-Solver System for Travel Planning ACL 2025
Physics-informed Neural Networks for Functional Differential Equations: Cylindrical Approximation and Its Convergence Guarantees NIPS 2024
RandNet-Parareal: a time-parallel PDE solver using Random Neural Networks NIPS 2024
Deep Latent Regularity Network for Modeling Stochastic Partial Differential Equations AAAI 2023
M2N: Mesh Movement Networks for PDE Solvers NIPS 2022
Optimization for Classical Machine Learning Problems on the GPU AAAI 2022
MAgNet: Mesh Agnostic Neural PDE Solver NIPS 2022
"Hey, that’s not an ODE": Faster ODE Adjoints via Seminorms ICML 2021
Learning Differential Equations that are Easy to Solve NIPS 2020
Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers NIPS 2020
Learning Algebraic Multigrid Using Graph Neural Networks ICML 2020
Learning to Optimize Multigrid PDE Solvers ICML 2019
Probabilistic Linear Multistep Methods NIPS 2016