website/publications.md

title, permalink, layout, author_profile, scholar_link

title	permalink	layout	author_profile	scholar_link
Publications	/publications/	single	true	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.

For a updated list of my work, please refer to my research profiles linked below.

<a href="https://scholar.google.de/citations?user=NODAd94AAAAJ&hl=en">
<img src="/assets/images/research/google_scholar.png"  style="margin-bottom: 0em;"></a>

<a href="https://arxiv.org/a/illium_s_1">
<img src="/assets/images/research/arxiv.png" style="margin-bottom: 0em;"></a>

<a href="https://www.researchgate.net/profile/Steffen-Illium">
<img src="/assets/images/research/researchgate.png" style="margin-bottom: 0em;"></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;"></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;"></a>

<a href="https://www.semanticscholar.org/author/Steffen-Illium/51893497" style="vertical-align:middle">
<img src="/assets/images/research/semschol.png" style="margin-bottom: 0em;"></a>

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