Tetiana Martyniuk is a Research Engineer at Valeo and an External Collaborator at Inria, specializing in conditional generation of 3D scenes as part of a CIFRE doctoral research project. With extensive experience in computer vision and deep learning, Tetiana has held positions such as Senior Researcher at the Ukrainian Catholic University ML Lab, where collaboration on scientific papers took place, and as a Lecturer, developing and co-teaching a "Computer Vision" course. Previous roles include Computer Vision Research Engineer at PiñataFarms, Deep Learning Researcher at ZibraAi, and ML Researcher at Let's Enhance. Tetiana holds a Master's degree in Data Science and is currently pursuing a PhD at Mines Paris - PSL.