conftrace_

partial differential equation

323 papers

Explore in graph

Also known as

PDE

Co-occurring keywords · papers mentioning both

physics-informed neural network (66) neural operator (47) neural network (42) operator learning (33) physics-informed learning (20) fourier neural operator (19) graph neural network (19) neural network optimization (18) inverse problem (16) physics simulation (14)

Papers

Continuous-Time Attention: PDE-Guided Mechanisms for Long-Sequence Transformers EMNLP 2025 CoPINN: Cognitive Physics-Informed Neural Networks ICML 2025 CViT: Continuous Vision Transformer for Operator Learning ICLR 2025 Deep Learning Alternatives Of The Kolmogorov Superposition Theorem ICLR 2025 Derivative-Informed Neural Operator Acceleration of Geometric MCMC for Infinite-Dimensional Bayesian Inverse Problems JMLR 2025 Discretization-invariance? On the Discretization Mismatch Errors in Neural Operators ICLR 2025 DRM Revisited: A Complete Error Analysis JMLR 2025 Dual-Balancing for Physics-Informed Neural Networks IJCAI 2025 Dynamic Safety in Complex Environments: Synthesizing Safety Filters with Poisson’s Equation RSS 2025 Emergence of meta-stable clustering in mean-field transformer models ICLR 2025 Energy-consistent Neural Operators for Hamiltonian and Dissipative Partial Differential Equations AISTATS 2025 Fengbo: a Clifford Neural Operator pipeline for 3D PDEs in Computational Fluid Dynamics ICLR 2025 Finite Expression Method for Solving High-Dimensional Partial Differential Equations JMLR 2025 Flexible and Efficient Probabilistic PDE Solvers through Gaussian Markov Random Fields AISTATS 2025 FreqMoE: Dynamic Frequency Enhancement for Neural PDE Solvers IJCAI 2025 Generating Physical Dynamics under Priors ICLR 2025 Global Convergence of Adjoint-Optimized Neural PDEs JMLR 2025 GridMix: Exploring Spatial Modulation for Neural Fields in PDE Modeling ICLR 2025 Holistic Physics Solver: Learning PDEs in a Unified Spectral-Physical Space ICML 2025 How Do Large Language Models Perform on PDE Discovery: A Coarse-to-fine Perspective EMNLP 2025 Improving Flow Matching by Aligning Flow Divergence ICML 2025 Interpretable Solutions for Multi-Physics PDEs Using T-NNGP AAAI 2025 Latent Mamba Operator for Partial Differential Equations ICML 2025 Learning Dynamical Coupled Operator For High-dimensional Black-box Partial Differential Equations IJCAI 2025 Learn Singularly Perturbed Solutions via Homotopy Dynamics ICML 2025