Starostin, Vladimir

1. Closing the loop: Autonomous experiments enabled by machine-learning-based online data analysis in synchrotron beamline environments
   2023/06/20 by Linus Pithan, Pithan, Linus, Vladimir Starostin +23 · 3 citations
   Materials Science · #Machine Learning in Materials Science #Electron and X-Ray Spectroscopy Techniques
2. Neural network analysis of neutron and X-ray reflectivity data: Incorporating prior knowledge for tackling the phase problem
   2023/06/28 by Valentin Munteanu, Munteanu, Valentin, Vladimir Starostin +13 · 1 citation
   Materials Science · #Data Analysis #Electron and X-Ray Spectroscopy Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Signal Processing (eess.SP) #Soft Condensed Matter (cond-mat.soft) #Statistics and Probability (physics.data-an) #X-ray Diffraction in Crystallography #electronic engineering #information engineering
3. On the analysis of two-time correlation functions: equilibrium vs non-equilibrium systems
   2024/06/18 by Anastasia Ragulskaya, Ragulskaya, Anastasia, Vladimir Starostin +7 · 1 citation
   Physics and Astronomy · #Advanced Thermodynamics and Statistical Mechanics #Data Analysis #FOS: Physical sciences #Soft Condensed Matter (cond-mat.soft) #Statistics and Probability (physics.data-an)
4. Fast and Reliable Probabilistic Reflectometry Inversion with Prior-Amortized Neural Posterior Estimation
   2024/07/26 by Starostin, Vladimir, Alexander Gerlach, Dax, Maximilian +7 · 1 citation
   Computer Science · Environmental Science · #Applied Physics (physics.app-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optical measurement and interference techniques #Soft Condensed Matter (cond-mat.soft) #Soil Moisture and Remote Sensing