Advances in Multimodal Adaptation and Generalization: From Traditional Approaches to Foundation Models. - Hao Dong; Moru Liu; Kaiyang Zhou; Eleni N. Chatzi; Juho Kannala; Cyrill Stachniss; Olga Fink (CoRR, 2025)

Extremely Simple Multimodal Outlier Synthesis for Out-of-Distribution Detection and Segmentation. - Moru Liu; Hao Dong; Jessica Kelly; Olga Fink; Mario Trapp (CoRR, 2025)

To Trust Or Not To Trust Your Vision-Language Model's Prediction. - Hao Dong; Moru Liu; Jian Liang; Eleni N. Chatzi; Olga Fink (CoRR, 2025)