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---
# Feel free to add content and custom Front Matter to this file.
# To modify the layout, see https://jekyllrb.com/docs/themes/#overriding-theme-defaults
title: "Publications"
permalink: /publications/
layout: single
author_profile: true
title: "publications"
permalink: /publications/
scholar_link: "https://scholar.google.de/citations?user=NODAd94AAAAJ&hl=en"
---
This section presents a collection of scientific papers to which I have contributed, or that were inspired by my research and ideas.
My keen interest in the foundational principles of deep learning and neural networks has led me to explore a wide array of topics, ranging from in-depth analyses of their inner mechanisms to practical applications in various domains.
Many of these endeavors were directly influenced by the [projects](/projects) I participated in.
Alongside my colleagues, driven by curiosity and enthusiasm, we ventured into the exploration of somewhat unconventional concepts. I invite you to explore these works and share in our journey of discovery. 🤗
This section highlights my contributions to scientific literature. My research primarily focuses on advancing the understanding and application of machine learning and deep neural networks.
Key areas of investigation reflected in my publications include:
* **Foundational Deep Learning:** Analyses of neural network mechanisms and core principles.
* **Methodological Development:** Novel techniques in Data Augmentation & Synthesis, Classification & Segmentation, Anomaly & Out-of-Distribution (OOD) Detection.
* **Advanced Systems:** Exploration of Multi-Agent Reinforcement Learning (MARL), emergence, and safety considerations.
* **Applied Domains:** Leveraging these techniques in areas such as Geoinformatics, audio analysis, and sequence modeling, often stemming from collaborative [projects](/projects).
The publications listed below represent significant outputs from my doctoral studies at LMU Munich and ongoing research activities, contributing to both foundational knowledge and practical solutions.
For a comprehensive and continuously updated list of my publications, please visit my profile on <a href="{{ page.scholar_link }}" target="_blank" rel="noopener noreferrer">Google Scholar</a>.
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