Vlachas, Pantelis R.

1. Backpropagation Algorithms and Reservoir Computing in Recurrent Neural Networks for the Forecasting of Complex Spatiotemporal Dynamics
   2019/10/09 by Vlachas, Pantelis R., Pathak, Jaideep, Hunt, Brian R. +4 · 11 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
2. Multiscale Simulations of Complex Systems by Learning their Effective Dynamics
   2020/06/24 by Pantelis R. Vlachas, Georgios Arampatzis, Vlachas, Pantelis R. +5 · 8 citations
   Computer Science · #Chaotic Dynamics (nlin.CD) #Computational Physics (physics.comp-ph) #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG)
3. Learning from Predictions: Fusing Training and Autoregressive Inference for Long-Term Spatiotemporal Forecasts
   2023/02/22 by Vlachas, Pantelis R., Koumoutsakos, Petros · 1 citation
   #Chaotic Dynamics (nlin.CD) #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Machine Learning (cs.LG)
4. Adaptive learning of effective dynamics: Adaptive real-time, online modeling for complex systems
   2023/04/04 by Kičić, Ivica, Vlachas, Pantelis R., Arampatzis, Georgios +3 · 1 citation
   #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Machine Learning (cs.LG)
5. RefreshNet: Learning Multiscale Dynamics through Hierarchical Refreshing
   2024/01/24 by Farooq, Junaid, Rafiq, Danish, Vlachas, Pantelis R. +1 · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)