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DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training.

, , , , , , , , and . ICML, OpenReview.net, (2024)

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GNOT: A General Neural Operator Transformer for Operator Learning., , , , , , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 12556-12569. PMLR, (2023)Reference Neural Operators: Learning the Smooth Dependence of Solutions of PDEs on Geometric Deformations., , , , , , , , and . ICML, OpenReview.net, (2024)MultiAdam: Parameter-wise Scale-invariant Optimizer for Multiscale Training of Physics-informed Neural Networks., , , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 39702-39721. PMLR, (2023)Arterial Traffic Optimization Algorithm Based on Deep Reinforcement Learning and Green Wave Coordination Control in Complex Lane Queuing Conditions., , , , , and . ChineseCSCW (2), volume 2013 of Communications in Computer and Information Science, page 406-421. Springer, (2023)Vessel Traffic Flow Prediction and Analysis Based on Ship Big Data., , , , , and . ChineseCSCW (1), volume 2012 of Communications in Computer and Information Science, page 222-239. Springer, (2023)Preconditioning for Physics-Informed Neural Networks., , , , , , and . CoRR, (2024)Fourier Controller Networks for Real-Time Decision-Making in Embodied Learning., , , , , , and . ICML, OpenReview.net, (2024)NUNO: A General Framework for Learning Parametric PDEs with Non-Uniform Data., , , , , and . ICML, volume 202 of Proceedings of Machine Learning Research, page 21658-21671. PMLR, (2023)DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training., , , , , , , , and . ICML, OpenReview.net, (2024)A Unified Hard-Constraint Framework for Solving Geometrically Complex PDEs., , , , , and . NeurIPS, (2022)