57 lines
2.7 KiB
Markdown
57 lines
2.7 KiB
Markdown
---
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title: "Publications"
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permalink: /publications/
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layout: single
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author_profile: true
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scholar_link: "https://scholar.google.de/citations?user=NODAd94AAAAJ&hl=en"
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---
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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.
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Key areas of investigation reflected in my publications include:
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* **Foundational Deep Learning:** Analyses of neural network mechanisms and core principles.
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* **Methodological Development:** Novel techniques in Data Augmentation & Synthesis, Classification & Segmentation, Anomaly & Out-of-Distribution (OOD) Detection.
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* **Advanced Systems:** Exploration of Multi-Agent Reinforcement Learning (MARL), emergence, and safety considerations.
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* **Applied Domains:** Leveraging these techniques in areas such as Geoinformatics, audio analysis, and sequence modeling, often stemming from collaborative [projects](/projects).
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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.
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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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---
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<center>
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<figure class="research_icons" style="max-width: 70%; text-align:center;">
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<a href="https://scholar.google.de/citations?user=NODAd94AAAAJ&hl=en">
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<img src="/assets/images/research/google_scholar.png" style="margin-bottom: 0em;">Scholar</a>
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<a href="https://arxiv.org/a/illium_s_1">
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<img src="/assets/images/research/arxiv.png" style="margin-bottom: 0em;">arXiv</a>
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<a href="https://www.researchgate.net/profile/Steffen-Illium">
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<img src="/assets/images/research/researchgate.png" style="margin-bottom: 0em;">R-Gate</a>
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<a href="https://orcid.org/0000-0003-0021-436X" style="vertical-align:middle">
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<img src="/assets/images/research/orcid.png" style="margin-bottom: 0em;">ORCiD</a>
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<a href="https://www.mobile.ifi.lmu.de/team/steffen-illium/" style="vertical-align:middle">
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<img src="/assets/images/research/lmu.png" style="margin-bottom: 0em;">LMU</a>
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<a href="https://www.semanticscholar.org/author/Steffen-Illium/51893497" style="vertical-align:middle">
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<img src="/assets/images/research/semschol.png" style="margin-bottom: 0em;">Semantic</a>
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</figure>
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</center>
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<!-- Bib. databases:
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[Scholar](https://scholar.google.de/citations?user=NODAd94AAAAJ&hl=en),
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[arXiv](https://arxiv.org/a/illium_s_1),
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[Researchgate](https://www.researchgate.net/profile/Steffen-Illium),
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[ORCiD](https://orcid.org/0000-0003-0021-436X)
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--- -->
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{% bibliography %}
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