Model scale versus domain knowledge in statistical forecasting of chaotic systems

13 March 2023

Papers citing "Model scale versus domain knowledge in statistical forecasting of chaotic systems"

11 / 11 papers shown

Title
Supporting renewable energy planning and operation with data-driven high-resolution ensemble weather forecast J. T. Wang Jie Chao S. M. I. Simon X. Yang Congyi Nai Kaijun Ren ... Ziniu Xiao Lifeng Zhang Xiaodong Wang Jiping Guan Baoxiang Pan 37 0 0 07 May 2025
How more data can hurt: Instability and regularization in next-generation reservoir computing Yuanzhao Zhang Edmilson Roque dos Santos Sean P. Cornelius 77 2 0 28 Jan 2025
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 37 4 0 24 Sep 2024
Machine Learning for Predicting Chaotic Systems Christof Schötz Alistair J R White Maximilian Gelbrecht Niklas Boers AI4CE 22 4 0 29 Jul 2024
Machine-learning optimized measurements of chaotic dynamical systems via the information bottleneck Kieran A. Murphy Danielle Bassett 15 5 0 08 Nov 2023
Generative learning for nonlinear dynamics William Gilpin AI4CE PINN 60 24 0 07 Nov 2023
NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems Jason Yik Korneel Van den Berghe Douwe den Blanken Younes Bouhadjar Maxime Fabre ... Fatima Tuz Zohora Charlotte Frenkel Vijay Janapa Reddi Charlotte Frenkel Vijay Janapa Reddi 23 17 0 10 Apr 2023
Benchmarking sparse system identification with low-dimensional chaos A. Kaptanoglu Lanyue Zhang Zachary G. Nicolaou Urban Fasel Steven L. Brunton 27 19 0 04 Feb 2023
Koopman Neural Forecaster for Time Series with Temporal Distribution Shifts Rui Wang Yihe Dong Sercan Ö. Arik Rose Yu AI4TS 25 22 0 07 Oct 2022
A Look at the Evaluation Setup of the M5 Forecasting Competition Hansika Hewamalage Pablo Montero-Manso Christoph Bergmeir Rob J. Hyndman 57 3 0 08 Aug 2021
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 164 3,799 0 14 Dec 2020