A wall-aligned grid generator for non-linear simulations of MHD instabilities in tokamak plasmas. - Stanislas Pamela; Guido Huijsmans; A. J. Thornton; Andrew Kirk; S. F. Smith; Matthias Hoelzl; T. Eich (Comput. Phys. Commun., 2019)

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

Treatment of polar grid singularities in the bi-cubic Hermite-Bézier approximations: Isoparametric finite element framework. - Ashish Bhole; Boniface Nkonga; Stanislas Pamela; Guido Huijsmans; Matthias Hoelzl (J. Comput. Phys., 2022)

A generalised formulation of G-continuous Bezier elements applied to non-linear MHD simulations. - Stanislas Pamela; G. T. A. Huijsmans; Matthias Hoelzl; JOREK Team (J. Comput. Phys., 2022)

Stabilized bi-cubic Hermite Bézier finite element method with application to gas-plasma interactions occurring during massive material injection in tokamaks. - Ashish Bhole; Boniface Nkonga; José Tarcísio Costa; Guido Huijsmans; Stanislas Pamela; Matthias Hoelzl (Comput. Math. Appl., 2023)

Fourier-RNNs for Modelling Noisy Physics Data. - Vignesh Gopakumar; Stanislas Pamela; Lorenzo Zanisi (CoRR, 2023)

Plasma Surrogate Modelling using Fourier Neural Operators. - Vignesh Gopakumar; Stanislas Pamela; Lorenzo Zanisi; Zongyi Li; Ander Gray; Daniel Brennand; Nitesh Bhatia; Gregory Stathopoulos; Matt J. Kusner; Marc Peter Deisenroth; Anima Anandkumar; JOREK Team; et al. (CoRR, 2023)

Valid Error Bars for Neural Weather Models using Conformal Prediction. - Vignesh Gopakumar; Joel Oskarrson; Ander Gray; Lorenzo Zanisi; Stanislas Pamela; Daniel Giles; Matt J. Kusner; Marc Peter Deisenroth (CoRR, 2024)

Inverse Rendering of Fusion Plasmas: Inferring Plasma Composition from Imaging Systems. - Ekin Öztürk; Rob J. Akers; Stanislas Pamela; MAST Team; Pieter Peers; Abhijeet Ghosh (CoRR, 2024)

Uncertainty Quantification of Pre-Trained and Fine-Tuned Surrogate Models using Conformal Prediction. - Vignesh Gopakumar; Ander Gray; Joel Oskarsson; Lorenzo Zanisi; Stanislas Pamela; Daniel Giles; Matt J. Kusner; Marc Peter Deisenroth (CoRR, 2024)

FAIR-MAST: A fusion device data management system. - Samuel Jackson; Saiful Khan; Nathan Cummings; James Hodson; Shaun De Witt; Stanislas Pamela; Rob J. Akers; Jeyan Thiyagalingam (SoftwareX, 2024)

Neural-Parareal: Self-improving acceleration of fusion MHD simulations using time-parallelisation and neural operators. - Stanislas Pamela; Naomi Carey; Johannes Brandstetter; Rob J. Akers; Lorenzo Zanisi; James Buchanan; Vignesh Gopakumar; Matthias Hoelzl; Guido Huijsmans; Kamran Pentland; James Tickner; G. Antonucci (Comput. Phys. Commun., 2025)

Calibrated Physics-Informed Uncertainty Quantification. - Vignesh Gopakumar; Ander Gray; Lorenzo Zanisi; Timothy Nunn; Stanislas Pamela; Daniel Giles; Matt J. Kusner; Marc Peter Deisenroth (CoRR, 2025)

5D Neural Surrogates for Nonlinear Gyrokinetic Simulations of Plasma Turbulence. - Gianluca Galletti; Fabian Paischer; Paul Setinek; William Hornsby; Lorenzo Zanisi; Naomi Carey; Stanislas Pamela; Johannes Brandstetter (CoRR, 2025)