Pantelis R. Vlachas

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 10

Top Topics

Complex Systems

Adaptive Learning

Recurrent Neural Networks

Top Venues

Nat. Mach. Intell.

Neural Networks

Publications

Junaid Farooq, Danish Rafiq, Pantelis R. Vlachas, Mohammad Abid Bazaz
RefreshNet: Learning Multiscale Dynamics through Hierarchical Refreshing. CoRR (2024)
Pantelis R. Vlachas, Petros Koumoutsakos
Learning from Predictions: Fusing Training and Autoregressive Inference for Long-Term Spatiotemporal Forecasts. CoRR (2023)
Ivica Kicic, Pantelis R. Vlachas, Georgios Arampatzis, Michail Chatzimanolakis, Leonidas J. Guibas, Petros Koumoutsakos
Adaptive learning of effective dynamics: Adaptive real-time, online modeling for complex systems. CoRR (2023)
Pantelis R. Vlachas, Georgios Arampatzis, Caroline Uhler, Petros Koumoutsakos
Multiscale simulations of complex systems by learning their effective dynamics. Nat. Mach. Intell. 4 (4) (2022)
Pantelis R. Vlachas, Julija Zavadlav, Matej Praprotnik, Petros Koumoutsakos
Accelerated Simulations of Molecular Systems through Learning of their Effective Dynamics. CoRR (2021)
Francesco Varoli, Guido Novati, Pantelis R. Vlachas, Petros Koumoutsakos
Improved Memories Learning. CoRR (2020)
Pantelis R. Vlachas, Jaideep Pathak, Brian R. Hunt, Themistoklis P. Sapsis, Michelle Girvan, Edward Ott, Petros Koumoutsakos
Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics. Neural Networks 126 (2020)
Pantelis R. Vlachas, Georgios Arampatzis, Caroline Uhler, Petros Koumoutsakos
Learning the Effective Dynamics of Complex Multiscale Systems. CoRR (2020)
Pantelis R. Vlachas, Jaideep Pathak, Brian R. Hunt, Themistoklis P. Sapsis, Michelle Girvan, Edward Ott, Petros Koumoutsakos
Forecasting of Spatio-temporal Chaotic Dynamics with Recurrent Neural Networks: a comparative study of Reservoir Computing and Backpropagation Algorithms. CoRR (2019)
Pantelis R. Vlachas, Wonmin Byeon, Zhong Y. Wan, Themistoklis P. Sapsis, Petros Koumoutsakos
Data-Driven Forecasting of High-Dimensional Chaotic Systems with Long-Short Term Memory Networks. CoRR (2018)