Parallelization in time of numerical simulations of fully-developed plasma turbulence using the parareal algorithm. - D. Samaddar; David E. Newman; Raúl Sánchez (J. Comput. Phys., 2010)

A dependency-driven formulation of parareal: parallel-in-time solution of PDEs as a many-task application. - Wael R. Elwasif; Samantha S. Foley; David E. Bernholdt; Lee A. Berry; Debasmita Samaddar; David E. Newman; Raúl Sánchez (MTAGS@SC, 2011)

Event-based parareal: A data-flow based implementation of parareal. - Lee A. Berry; Wael R. Elwasif; José Miguel Reynolds-Barredo; D. Samaddar; Raúl Sánchez; David E. Newman (J. Comput. Phys., 2012)

Mechanisms for the convergence of time-parallelized, parareal turbulent plasma simulations. - José Miguel Reynolds-Barredo; David E. Newman; Raúl Sánchez; D. Samaddar; Lee A. Berry; Wael R. Elwasif (J. Comput. Phys., 2012)

Temporal parallelization of edge plasma simulations using the parareal algorithm and the SOLPS code. - D. Samaddar; David Coster; Xavier Bonnin; C. Bergmeister; E. Havlícková; Lee A. Berry; Wael R. Elwasif; Donald B. Batchelor (Comput. Phys. Commun., 2017)

Classification of chaotic time series with deep learning. - Nicolas Boullé; Vassilios Dallas; Yuji Nakatsukasa; D. Samaddar (CoRR, 2019)

Application of the parareal algorithm to simulations of ELMs in ITER plasma. - D. Samaddar; David Coster; Xavier Bonnin; Lee A. Berry; Wael R. Elwasif; Donald B. Batchelor (Comput. Phys. Commun., 2019)

Image mapping the temporal evolution of edge characteristics in tokamaks using neural networks. - Vignesh Gopakumar; D. Samaddar (Mach. Learn. Sci. Technol., 2020)

Stochastic parareal: an application of probabilistic methods to time-parallelisation. - Kamran Pentland; Massimiliano Tamborrino; D. Samaddar; Lynton C. Appel (CoRR, 2021)

Loss Landscape Engineering via Data Regulation on PINNs. - Vignesh Gopakumar; Stanislas Pamela; Debasmita Samaddar (CoRR, 2022)

Stochastic Parareal: An Application of Probabilistic Methods to Time-Parallelization. - Kamran Pentland; Massimiliano Tamborrino; Debasmita Samaddar; Lynton C. Appel (SIAM J. Sci. Comput., 2023)