tempoGAN: a temporally coherent, volumetric GAN for super-resolution fluid flow. - You Xie; Aleksandra Franz; Mengyu Chu; Nils Thuerey (ACM Trans. Graph., 2018)

Global Transport for Fluid Reconstruction With Learned Self-Supervision. - Aleksandra Franz; Barbara Solenthaler; Nils Thuerey (CVPR, 2021)

Physics informed neural fields for smoke reconstruction with sparse data. - Mengyu Chu; Lingjie Liu; Quan Zheng 004; Aleksandra Franz; Hans-Peter Seidel; Christian Theobalt; Rhaleb Zayer (ACM Trans. Graph., 2022)

Learning to Estimate Single-View Volumetric Flow Motions without 3D Supervision. - Aleksandra Franz; Barbara Solenthaler; Nils Thuerey (ICLR, 2023)

PICT - A Differentiable, GPU-Accelerated Multi-Block PISO Solver for Simulation-Coupled Learning Tasks in Fluid Dynamics. - Aleksandra Franz; Hao Wei; Luca Guastoni; Nils Thuerey (CoRR, 2025)