Visualization
Learned action policies are gaining ever more traction in AI. One natural idea to support human understanding is visualization of …
@inproceedings{grosVisualAnalysisOfAction2025,
author = {Timo P. Gros and David Groß and Julius Kamp and Stefan Gumhold and Jörg Hoffmann},
booktitle = {World Conference on Explainable Artificial Intelligence. xAI: World Conference on Explainable Artificial Intelligence (xAI-2025), July 9-11, Istanbul, Turkey},
month = {10},
publisher = {Springer Berlin Heidelberg, Heidelberg},
title = {Visual Analysis of Action Policy Behavior: A Case Study in Grid-World Driving},
year = {2025}
}
Recently, deep reinforcement learning has become very successful in making complex decisions, achieving super-human performance in Go, …
@inproceedings{grossGlyphBasedVisualAnalysisOf2022,
author = {David Groß and Michaela Klauck and Timo P. Gros and Marcel Steinmetz and Joerg Hoffmann and Stefan Gumhold},
booktitle = {International Conference on Information Visualisation (IV'22). International Conference on Information Visualisation (IV-2022), 26th International Conference on Information Visualisation, July 19-22, Vienna, Austria},
doi = {10.1109/IV56949.2022.00011},
isbn = {978-1-6654-9008-5},
publisher = {IEEE},
title = {Glyph-Based Visual Analysis of Q-Learning Based Action Policy Ensembles on Racetrack},
year = {2022}
}