conftrace_

scientific computing

15 papers

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Co-occurring keywords

partial differential equation (222) neural network (6616) operator learning (48) neural operator (74) holomorphic operator (1) parametric pde (4) geometric learning (40) physics simulation (129) scientific machine learning (23) electromagnetic simulation (3)

Papers

KP-PINNs: Kernel Packet Accelerated Physics Informed Neural Networks IJCAI 2025
DiffusionPDE: Generative PDE-Solving under Partial Observation NIPS 2024
SciCode: A Research Coding Benchmark Curated by Scientists NIPS 2024
PACE: Pacing Operator Learning to Accurate Optical Field Simulation for Complicated Photonic Devices NIPS 2024
PDENNEval: A Comprehensive Evaluation of Neural Network Methods for Solving PDEs IJCAI 2024
Towards Universal Mesh Movement Networks NIPS 2024
AI for Science in the Era of Large Language Models EMNLP 2024
Optimal deep learning of holomorphic operators between Banach spaces NIPS 2024
SHoP: A Deep Learning Framework for Solving High-Order Partial Differential Equations AAAI 2024
Principled Acceleration of Iterative Numerical Methods Using Machine Learning ICML 2023
Scalable Transformer for PDE Surrogate Modeling NIPS 2023
Neural Q-learning for solving PDEs JMLR 2023
CS4ML: A general framework for active learning with arbitrary data based on Christoffel functions NIPS 2023
A Unified Hard-Constraint Framework for Solving Geometrically Complex PDEs NIPS 2022
Multipole Graph Neural Operator for Parametric Partial Differential Equations NIPS 2020