Publications

Benedikt Leichtmann, Andreas Hinterreiter, Christina Humer, Alfio Ventura, Marc Streit, Martina Mara.
Moral reasoning in a digital age: blaming artificial intelligence for incorrect high-risk decisions. Current Psychology. 2024.
paper

Christina Humer, Elisabeth Rumetshofer, Ana Sánchez, Vidya Prasad, Günter Klambauer, Marc Streit, Hendrik Strobelt.
Comparing Latent Space Characteristics of Multi-Modal Models. Under Review at the Journal of Visualization and Interaction. 2024.
preprint journal

Christina Humer, Rachel Nicholls, Henry Heberle, heckmann, Michael Pühringer, Thomas Wolf, Maximilian Lübbesmeyer, Julian Heinrich, Julius Hillenbrand, Giulio Volpin, Marc Streit.
CIME4R: Exploring iterative, AI-guided chemical reaction optimization campaigns in their parameter space. Journal of Cheminformatics. 2024.
paper demo site demo video code

Christina Humer, Andreas Hinterreiter, Benedikt Leichtmann, Martina Mara, Marc Streit.
Reassuring, Misleading, Debunking: Comparing Effects of XAI Methods on Human Decisions. ACM Transactions on Interactive Intelligent Systems. 2024.
paper code

Santa Pile, Oleg Lesota, Silvan David Peter, Christina Humer, Martin Gasser.
Spin-Wave Voices: Sonification of Nanoscale Spin Waves as an Engagement and Research Tool. International Conference on Auditory Display. 2024.  Best Paper Award at ICAD 2024
paper icad

Andreas Hinterreiter, Christina Humer, Benedikt Leichtmann, Martina Mara, Marc Streit.
Of Deadly Skullcaps and Amethyst Deceivers: Reflections on a Transdisciplinary Study on XAI and Trust. 6th Workshop on Visualization for AI Explainability. 2023.
workshop article

Christina Humer, Vidya Prasad, Marc Streit, Hendrik Strobelt.
Understanding and Comparing Multi-Modal Models: Exploring the Latent Space of CLIP-like Models (CLIP, CyCLIP, CLOOB) Using Inter-Modal Pairs. 6th Workshop on Visualization for AI Explainability. 2023.  Best Submission Award at VISxAI 2023
workshop article code hall of fame

Markus Trainer, Christina Humer, Patrick Adelberger, Marc Streit.
How Far Can Public Transport Take You?. IEEE VIS Workshop on Visualising Cities (CityVis '23), Melbourne, AU. 2023.
workshop poster abstract demo site code

Andreas Hinterreiter, Christina Humer, Bernhard Kainz, Marc Streit.
ParaDime: A Framework for Parametric Dimensionality Reduction. Computer Graphics Forum (EuroVis '23). 2023.
paper docu talk code

Benedikt Leichtmann, Andreas Hinterreiter, Christina Humer, Marc Streit, Martina Mara.
Explainable Artificial Intelligence improves human decision-making: Results from a mushroom picking experiment at a public art festival. International Journal of Human–Computer Interaction. 2023.
paper code ars festival ars electronica center

Benedikt Leichtmann, Christina Humer, Andreas Hinterreiter, Marc Streit, Martina Mara.
Effects of Explainable Artificial Intelligence on trust and human behavior in a high-risk decision task. Computers in Human Behavior. 2023.
paper code

Klaus Eckelt, Andreas Hinterreiter, Patrick Adelberger, Conny Reis, Vaishali Dhanoa, Christina Humer, Moritz Heckmann, Christian A. Steinparz, Marc Streit.
Visual Exploration of Relationships and Structure in Low-Dimensional Embeddings. IEEE Transactions on Visualization and Computer Graphics. 2023.
paper demo site demo video code

Christina Humer, Henry Heberle, Floriane Montanari, Thomas Wolf, Florian Huber, Ryan Henderson, Julian Heinrich, Marc Streit.
ChemInformatics Model Explorer (CIME): Exploratory Analysis of Chemical Model Explanations. Journal of Cheminformatics. 2022.
paper demo site demo video code

Christina Humer, Mohamed Elharty, Andreas Hinterreiter, Marc Streit.
Interactive Attribution-based Explanations for Image Segmentation. EG Conference on Visualization (EuroVis '22), Rome, IT. 2022.
poster teaser code

Christina Humer.
Early Detection of Spruce Bark Beetles using Semantic Segmentation and Image Classification. 2020.
thesis

October 2023. VISxAI 2023, Online. Understanding and Comparing Multi-Modal Models. link

September 2022 (Ongoing). Ars Electronica Center Exhibitions, Linz (Austria). AI Forest. link

June 2022. EuroVis 2022 Posters, Rome (Italy). Interactive Attribution-based Explanations for Image Segmentation. link video

October 2021. 10th RDKit User Group Meeting, Online. CIME: Exploratory and Explanatory Visualization of Molecules and Chemical Models. video

September 2021. Ars Electronica Festival 2021 Exhibitions, Linz (Austria). AI Forest. link