Pantelis-Rafail Vlachas

12 papers Journal 10Unranked 1

Year	Rank	Type	Title / Venue / Authors
2024	J	`jnl`	Deconstructing Recurrence, Attention, and Gating: Investigating the transferability of Transformers and Gated Recurrent Neural Networks in forecasting of dynamical systems. CoRR Hunter Scott Heidenreich, Pantelis-Rafail Vlachas, Petros Koumoutsakos
2023	J	`jnl`	Adaptive learning of effective dynamics: Adaptive real-time, online modeling for complex systems. CoRR Ivica Kicic, Pantelis-Rafail Vlachas, Georgios Arampatzis, Michail Chatzimanolakis, Leonidas J. Guibas, Petros Koumoutsakos
2023	J	`jnl`	Learning from Predictions: Fusing Training and Autoregressive Inference for Long-Term Spatiotemporal Forecasts. CoRR Pantelis-Rafail Vlachas, Petros Koumoutsakos
2022	—	`—`	Learning and Forecasting the Effective Dynamics of Complex Systems Across Scales. Pantelis-Rafail Vlachas
2022	J	`jnl`	Multiscale simulations of complex systems by learning their effective dynamics. Nat. Mach. Intell. Pantelis-Rafail Vlachas, Georgios Arampatzis, Caroline Uhler, Petros Koumoutsakos
2021	J	`jnl`	Accelerated Simulations of Molecular Systems through Learning of their Effective Dynamics. CoRR Pantelis-Rafail Vlachas, Julija Zavadlav, Matej Praprotnik, Petros Koumoutsakos
2020	J	`jnl`	Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics. Neural Networks Pantelis-Rafail Vlachas, Jaideep Pathak, Brian R. Hunt, Themistoklis P. Sapsis, Michelle Girvan, Edward Ott, Petros Koumoutsakos
2020	J	`jnl`	Improved Memories Learning. CoRR Francesco Varoli, Guido Novati, Pantelis-Rafail Vlachas, Petros Koumoutsakos
2020	J	`jnl`	Learning the Effective Dynamics of Complex Multiscale Systems. CoRR Pantelis-Rafail Vlachas, Georgios Arampatzis, Caroline Uhler, Petros Koumoutsakos
2019	J	`jnl`	Forecasting of Spatio-temporal Chaotic Dynamics with Recurrent Neural Networks: a comparative study of Reservoir Computing and Backpropagation Algorithms. CoRR Pantelis-Rafail Vlachas, Jaideep Pathak, Brian R. Hunt, Themistoklis P. Sapsis, Michelle Girvan, Edward Ott, Petros Koumoutsakos
2018	J	`jnl`	Data-Driven Forecasting of High-Dimensional Chaotic Systems with Long-Short Term Memory Networks. CoRR Pantelis-Rafail Vlachas, Wonmin Byeon, Zhong Yi Wan, Themistoklis P. Sapsis, Petros Koumoutsakos
2015	—	`conf`	A fast analytical approach for static power-down mode analysis. ICECS Michael Zwerger, Pantelis-Rafail Vlachas, Helmut Graeb