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Amortized Fourier Neural Operators
Fourier Neural Operators (FNOs) have shown promise for solving partial differential equations (PDEs).
Graph Coarsening with Message-Passing Guarantees
Interestingly, and in a sharp departure from previous proposals, this operation on coarsened graphs is often oriented, even when the original graph is undirected.
Agent Planning with World Knowledge Model
Imitating humans' mental world knowledge model which provides global prior knowledge before the task and maintains local dynamic knowledge during the task, in this paper, we introduce parametric W orld K nowledge M odel ( WKM) to facilitate agent
Supplementary Material and Datasheet: Off to new Shores: A Dataset & Benchmark for (near-)coastal Flood Inundation Forecasting Contents
This supplementary document follows the Datasheets for Datasets template of (8) to document the Global Flood Forecasting (GFF) dataset and its creation. Further resources are provided: in the accompanying publication https://arxiv.org/abs/2409.18591 in the GitHub repository https://github.com/Multihuntr/GFF
A PID Controller Approach for Adaptive Probability-dependent Gradient Decay in Model Calibration Siyuan Zhang School of Internet of Things Engineering Jiangnan University Wuxi, China 214122 Linbo Xie
The code of implementation is available in https://github.com/UHIF/PID_AGD.
