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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.
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 Google Scholar.
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This is a list of scientific papers to which I have contributed or which were based on my research and ideas. Due to my interest in the general principles of deep learning and neural networks, the topics range from deep dives into the inner workings to real-world applications of neural networks. Certainly, the latter were influenced by the projects I was involved in and working on. Moreover, my colleagues and I were full of excitement, pursuing rather exotic concepts. Please see for yourself. 🤗
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<a href="https://scholar.google.de/citations?user=NODAd94AAAAJ&hl=en">
<img src="/assets/images/research/google_scholar.png" style="margin-bottom: 0em;">Scholar</a>
<a href="https://arxiv.org/a/illium_s_1">
<img src="/assets/images/research/arxiv.png" style="margin-bottom: 0em;">arXiv</a>
<a href="https://www.researchgate.net/profile/Steffen-Illium">
<img src="/assets/images/research/researchgate.png" style="margin-bottom: 0em;">R-Gate</a>
<a href="https://orcid.org/0000-0003-0021-436X" style="vertical-align:middle">
<img src="/assets/images/research/orcid.png" style="margin-bottom: 0em;">ORCiD</a>
<a href="https://www.mobile.ifi.lmu.de/team/steffen-illium/" style="vertical-align:middle">
<img src="/assets/images/research/lmu.png" style="margin-bottom: 0em;">LMU</a>
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