001 Cycle-Consistent and Uncertainty-Aware Neural Surrogates for Tokamak Edge Plasmas arXiv Paper A. Diaw, S. D. Pascuale et al. Jul 23 002 A Shortcut to Statistically Steady-State Turbulence with Flow Matching arXiv Paper G. Galletti, Gerald Gutenbrunner et al. Jul 14 003 Benchmarking Sensor Robustness in Plasma Diagnostic Models: A Systematic Evaluation on TokaMark arXiv Paper Neerav Gupta Jul 5 004 Bidirectional Autoregressive Latent Diffusion for Forward and Inverse Magnetohydrodynamics arXiv Paper Alexander Scheinker Jun 28 005 Towards Data-Efficient Cross-Device Generalization of Grad-Shafranov Equilibria via Transfer Learning Neural Operator arXiv Paper J. Yoo, William Howes et al. Jun 13 006 Cellular Sheaf Neural Operators for Structure-Preserving Surrogate Modeling of Constrained PDEs arXiv Paper Lennon Shikhman, Shane Gilbertie May 31 007 Dynamic Plasma Shape Control with Arbitrary Sensor Subsets arXiv Paper D. Sorokin et al. May 15 008 Real-time virtual circuits for plasma shape control via neural network emulators arXiv Paper A. Ross, G. Holt et al. May 14 009 TokaMind for Power Grid: Cross-Domain Transfer from Fusion Plasma arXiv Paper Jc Wu, Norton Lee et al. May 10 010 Energy-based models for diagnostic reconstruction and analysis in a laboratory plasma device arXiv Paper P. Travis, Troy Carter May 9 011 Provable imitation learning for control of instability in partially-observed Vlasov--Poisson equations arXiv Paper Xiaofan Xia, Qin Li et al. May 6 012 Deep Wave Network for Modeling Multi-Scale Physical Dynamics arXiv Paper A. Khrabry, E. Startsev et al. May 5 013 Human-in-the-Loop Meta Bayesian Optimization for Fusion Energy and Scientific Applications arXiv Paper Ricardo Luna Gutiérrez, Sahand Ghorbanpour et al. Apr 30 014 Automated Classification of Plasma Regions at Mars Using Machine Learning arXiv Paper Yilan Qin, C. Dong et al. Apr 18 015 Plasma GraphRAG: Physics-Grounded Parameter Selection for Gyrokinetic Simulations arXiv Paper Ruichen Zhang, F. Almuhisen et al. Apr 7 016 Challenges and opportunities for AI to help deliver fusion energy arXiv Paper I. Georgescu, A. Agnello et al. Mar 26 017 A proof-of-concept for automated AI-driven stellarator coil optimization with in-the-loop finite-element calculations arXiv Paper A. Kaptanoglu, Pedro F. Gil Mar 16 018 Beam-Plasma Collective Oscillations in Intense Charged-Particle Beams: Dielectric Response Theory, Langmuir Wave Dispersion, and Unsupervised Detection via Prometheus arXiv Paper Brandon Yee, Wilson Collins et al. Mar 11 019 PDE foundation model-accelerated inverse estimation of system parameters in inertial confinement fusion arXiv Paper M. Rautela, Alexander Scheinker et al. Mar 4 020 TokEye: Fast Signal Extraction for Fluctuating Time Series via Offline Self-Supervised Learning From Fusion Diagnostics to Bioacoustics arXiv Paper N. Chen, Kouroche Bouchiat et al. Feb 23 021 TokaMind: A Multi-Modal Transformer Foundation Model for Tokamak Plasma Dynamics arXiv Paper Tobia Boschi, Andrea Loreti et al. Feb 16 022 Spectral Homogenization of the Radiative Transfer Equation via Low-Rank Tensor Train Decomposition arXiv Paper Y. Sungtaek Ju Feb 12 023 Assessing the impact of Open Research Information Infrastructures using NLP driven full-text Scientometrics: A case study of the LXCat open-access platform arXiv Paper Kalp Pandya et al. Feb 7 024 TokaMark: A Comprehensive Benchmark for MAST Tokamak Plasma Models arXiv Paper Cécile Rousseau et al. Feb 5 025 Stochastic hierarchical data-driven optimization: application to plasma-surface kinetics arXiv Paper Jos'e Afonso, V. Guerra et al. Feb 4 026 Conditional Denoising Model as a Physical Surrogate Model arXiv Paper José Afonso et al. Jan 28 027 Deterministic and probabilistic neural surrogates of global hybrid-Vlasov simulations arXiv Paper Daniel Holmberg et al. Jan 18 028 Learning collision operators from plasma phase space data using differentiable simulators arXiv Paper Diogo D. Carvalho et al. Jan 15 029 Autoregressive long-horizon prediction of plasma edge dynamics arXiv Paper Hunor Csala et al. Dec 29, 2025 030 An Interpretable Operator-Learning Model for Electric Field Profile Reconstruction in Discharges Based on the EFISH Method arXiv Paper Zhijian Yang et al. Nov 29, 2025 031 The Machine Learning Approach to Moment Closure Relations for Plasma: A Review arXiv Paper Samuel Burles, E. Camporeale Nov 27, 2025 032 Diffusion for Fusion: Designing Stellarators with Generative AI arXiv Paper Misha Padidar et al. Nov 25, 2025 033 Physics-informed Neural Operator Learning for Nonlinear Grad-Shafranov Equation arXiv Paper Siqi Ding et al. Nov 24, 2025 034 Case study of a differentiable heterogeneous multiphysics solver for a nuclear fusion application arXiv Paper Jack B. Coughlin et al. Nov 17, 2025 035 The Data Fusion Labeler (dFL): Challenges and Solutions to Data Harmonization, Labeling, and Provenance in Fusion Energy arXiv Paper Craig Michoski et al. Nov 12, 2025 036 Machine Learning for Electron-Scale Turbulence Modeling in W7-X arXiv Paper Ionut-Gabriel Farcas, D. Fernando et al. Nov 6, 2025 037 Uncertainty Guided Online Ensemble for Non-stationary Data Streams in Fusion Science arXiv Paper Kishansingh Rajput, Malachi Schram et al. Nov 3, 2025 038 Plasma Shape Control via Zero-shot Generative Reinforcement Learning arXiv Paper Niannian Wu, Rongpeng Li et al. Oct 20, 2025 039 Narrow Operator Models of Stellarator Equilibria in Fourier Zernike Basis arXiv Paper Timo Thun et al. Oct 15, 2025 040 Machine Learning-Integrated Hybrid Fluid-Kinetic Framework for Quantum Electrodynamic Laser Plasma Simulations arXiv Paper Sadra Saremi, A. Kordbacheh Oct 13, 2025 041 GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations arXiv Paper Fabian Paischer et al. Oct 8, 2025 042 Electron neural closure for turbulent magnetosheath simulations: energy channels arXiv Paper George Miloshevich et al. Sep 30, 2025 043 Graph-based Neural Space Weather Forecasting arXiv Paper Daniel Holmberg et al. Sep 23, 2025 044 FusionMAE: large-scale pretrained model to optimize and simplify diagnostic and control of fusion plasma arXiv Paper Zongyu Yang, Zheng-hao Yang et al. Sep 16, 2025 045 TGLF-WINN: Data-Efficient Deep Learning Surrogate for Turbulent Transport Modeling in Fusion arXiv Paper Yadi Cao, Fu Zhang et al. Sep 7, 2025 046 Hybrid Fourier Neural Operator-Plasma Fluid Model for Fast and Accurate Multiscale Simulations of High Power Microwave Breakdown arXiv Paper Kalp Pandya et al. Sep 6, 2025 047 Real-Time Applicability of Emulated Virtual Circuits for Tokamak Plasma Shape Control arXiv Paper Pedro Cavestany et al. Sep 1, 2025 048 A Supervised Machine Learning Framework for Multipactor Breakdown Prediction in High-Power Radio Frequency Devices and Accelerator Components: A Case Study in Planar Geometry arXiv Paper A. Iqbal, John P Verboncoeur et al. Jul 23, 2025 049 Predictive Hydrodynamic Simulations for Laser Direct-drive Implosion Experiments via Artificial Intelligence arXiv Paper Zixu Wang et al. Jul 22, 2025 050 Efficient dataset construction using active learning and uncertainty-aware neural networks for plasma turbulent transport surrogate models arXiv Paper A. Ho, L. Zanisi et al. Jul 21, 2025 051 Sensitivity Analysis of Transport and Radiation in NeuralPlasmaODE for ITER Burning Plasmas arXiv Paper Zefang Liu et al. Jul 13, 2025 052 Optimizing External Sources for Controlled Burning Plasma in Tokamaks with Neural Ordinary Differential Equations arXiv Paper Zefang Liu et al. Jul 12, 2025 053 Uncertainty quantification of a multi-component Hall thruster model at varying facility pressures arXiv Paper Thomas A. Marks et al. Jul 10, 2025 054 Improving ideal MHD equilibrium accuracy with physics-informed neural networks arXiv Paper T. Thun, Andrea Merlo et al. Jul 3, 2025 055 ConStellaration: A dataset of QI-like stellarator plasma boundaries and optimization benchmarks arXiv Paper Santiago A. Cadena et al. Jun 24, 2025 056 Regulation Compliant AI for Fusion: Real-Time Image Analysis-Based Control of Divertor Detachment in Tokamaks arXiv Paper Na Chen, Cheolsik Byun et al. Jun 21, 2025 057 Surrogate models to optimize plasma assisted atomic layer deposition in high aspect ratio features arXiv Paper Angel Yanguas-Gil et al. Jun 11, 2025 058 Hierarchical-embedding autoencoder with a predictor (HEAP) as efficient architecture for learning long-term evolution of complex multi-scale physical systems arXiv Paper Alexander Khrabry, Edward A. Startsev et al. May 24, 2025 059 Evaluation and Verification of Physics-Informed Neural Models of the Grad-Shafranov Equation arXiv Paper Fauzan Nazranda Rizqan et al. Apr 29, 2025 060 Plasma State Monitoring and Disruption Characterization using Multimodal VAEs arXiv Paper Yoeri Poels et al. Apr 24, 2025