Gilpin, William
- Zero-shot forecasting of chaotic systems
2024/09/24 by Yuanzhao Zhang, Zhang, Yuanzhao, William Gilpin +1 · 2 voices · 9 citations
Computer Science · Economics, Econometrics and Finance · Physics and Astronomy · #Chaotic Dynamics (nlin.CD) #Complex Systems and Time Series Analysis #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting #cs.LG #nlin.CD #physics.comp-ph
- Model scale versus domain knowledge in statistical forecasting of chaotic systems
2023/03/13 by William Gilpin, Gilpin, William · 11 citations
Computer Science · #Computational Physics (physics.comp-ph) #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Time Series Analysis and Forecasting
- NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems
2023/04/10 by Jason Yik, Korneel Van den Berghe, Yik, Jason +208 · 1 voice · 10 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Ferroelectric and Negative Capacitance Devices #Neural Networks and Reservoir Computing #cs.AI
- Panda: A pretrained forecast model for chaotic dynamics
2025/05/19 by Jeffrey Lai, Lai, Jeffrey, Anthony Bao +3 · 3 voices · 6 citations
#cs.LG #cs.NE #nlin.CD #stat.ML
- Recurrences reveal shared causal drivers of complex time series
2023/01/31 by Gilpin, William · 2 citations
#Chaotic Dynamics (nlin.CD) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Curiosity-driven search for novel non-equilibrium behaviors
2022/11/04 by Martin J Falk, F. Roach, Falk, Martin J. +5 · 1 citation
Computer Science · Neuroscience · #Nonlinear Dynamics and Pattern Formation #Neural dynamics and brain function #Neural Networks and Reservoir Computing
- Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning
2025/05/16 by Yuanzhao Zhang, Zhang, Yuanzhao, William Gilpin +1 · 2 citations
Computer Science · Physics and Astronomy · #Chaotic Dynamics (nlin.CD) #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Reservoir Computing #Quantum many-body systems