Evaluation and Selection of Autoencoders for Expressive Dimensionality Reduction of Spatial Ensembles. - Hamid Gadirov; Gleb Tkachev; Thomas Ertl; Steffen Frey (ISVC (1), 2021)

FLINT: Learning-based Flow Estimation and Temporal Interpolation for Scientific Ensemble Visualization. - Hamid Gadirov; Jos B. T. M. Roerdink; Steffen Frey (CoRR, 2024)

HyperFLINT: Hypernetwork-based Flow Estimation and Temporal Interpolation for Scientific Ensemble Visualization. - Hamid Gadirov; Qi Wu 015; David Bauer; Kwan-Liu Ma; Jos B. T. M. Roerdink; Steffen Frey (Comput. Graph. Forum, 2025)

ENTIRE: Learning-based Volume Rendering Time Prediction. - Zikai Yin; Hamid Gadirov; Jirí Kosinka; Steffen Frey (CoRR, 2025)

GSCache: Real-Time Radiance Caching for Volume Path Tracing using 3D Gaussian Splatting. - David Bauer; Qi Wu 015; Hamid Gadirov; Kwan-Liu Ma (CoRR, 2025)