--- title: "Publications" permalink: /publications/ layout: single author_profile: true scholar_link: "https://scholar.google.de/citations?user=NODAd94AAAAJ&hl=en" --- This section details my scientific publications, primarily focused on advancing machine learning and deep neural networks: * **Foundational Deep Learning:** Analyses of neural network mechanisms and core principles. * **Methodological Development:** Novel techniques in Data Augmentation & Synthesis, Classification & Segmentation, and Anomaly & Out-of-Distribution (OOD) Detection. * **Advanced Systems:** Exploration of Multi-Agent Reinforcement Learning (MARL), emergence, and safety considerations. * **Applied Domains:** Application of these methods in Geoinformatics, audio analysis, and sequence modeling, often stemming from collaborative [projects](/projects). For a updated list of my work, please refer to my research profiles linked below.
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