Karmush, A., Brandenburg, C.M., Ershadrad, S., Rosén, J., Felsberg, M., Ekström Kelvinius, F. (2026). Generating Symmetric Materials using Latent Flow Matching Advances in Neural Information Processing Systems, 40
Ekström Kelvinius, F. (2025). Deep Learning for the Atomic Scale : Graph Neural Networks and Deep Generative Models with Some Applications to Materials and Molecules (PhD dissertation, Linköping University Electronic Press). https://doi.org/10.3384/9789181181852
Ekström Kelvinius, F., Andersson, O.B., Parackal, A.S., Qian, D., Armiento, R. & Lindsten, F.. (2025). WyckoffDiff – A Generative Diffusion Model for Crystal Symmetry. Proceedings of the 42nd International Conference on Machine Learning, in Proceedings of Machine Learning Research 267:15130-15147 Available from https://proceedings.mlr.press/v267/ekstrom-kelvinius25a.html.
Ekström Kelvinius, F., Zhao, Z. & Lindsten, F.. (2025). Solving Linear-Gaussian Bayesian Inverse Problems with Decoupled Diffusion Sequential Monte Carlo. Proceedings of the 42nd International Conference on Machine Learning, in Proceedings of Machine Learning Research 267:15148-15181 Available from https://proceedings.mlr.press/v267/ekstrom-kelvinius25b.html.
Ekström Kelvinius, F. & Lindsten, F.. (2024). Discriminator Guidance for Autoregressive Diffusion Models. Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, in Proceedings of Machine Learning Research 238:3403-3411 Available from https://proceedings.mlr.press/v238/ekstrom-kelvinius24a.html.
Ekström Kelvinius, F., Georgiev, D., Toshev, A., & Gasteiger, J. (2023). Accelerating molecular graph neural networks via knowledge distillation. Advances in Neural Information Processing Systems, 36.
Kelvinius, F. E., & Lindsten, F. (2023). Autoregressive Diffusion Models with non-Uniform Generation Order. In ICML 2023 Workshop on Structured Probabilistic Inference & Generative Modeling.
Ekström Kelvinius, F., Armiento, R., & Lindsten, F. (2022). Graph-based machine learning beyond stable materials and relaxed crystal structures. Physical Review Materials, 6(3), 033801.
Visit at EPFL, Lausanne, Switzerland
Lecture at Linköping University, Liköping, Sweden
Workshop at Uppsala University, Uppsala, Sweden