Feature-Based Test Scenario Selection in Automated Driving: Insights from SHAP Values. - Tin Stribor Sohn; Nora Gorhan; Maximilian Dillitzer; Lukas Ewecker; Tim Brühl; Robin Schwager; Ann-Therese Nägele; Eric Sax (ITSC, 2024)

Towards Scenario Retrieval of Real Driving Data with Large Vision-Language Models. - Tin Stribor Sohn; Maximilian Dillitzer; Lukas Ewecker; Tim Brühl; Robin Schwager; Lena Dalke; Philip Elspas; Frank Oechsle; Eric Sax (VEHITS, 2024)

Drive4C: A Closed-Loop Benchmark on What Foundation Models Really Need to Be Capable of for Language-Guided Autonomous Driving. - Tin Stribor Sohn; Maximilian Dillitzer; Johannes Bach; Jason J. Corso; Tim Brühl; Robin Schwager; Tim Dieter Eberhardt; Eric Sax (CVPR Workshops, 2025)

Repurposing Alternators as Motors: Promoting Sustainability and Circular Economy in Low-Cost Mobility Systems. - Maximilian Dillitzer; Patrick Issle; Julian Schwarz; Tin Stribor Sohn; Michael Auerbach; Wolfgang Gruel (SMARTGREENS, 2025)

Large Language Model-Informed Geometric Trajectory Embedding for Driving Scenario Retrieval. - Tin Stribor Sohn; Maximilian Dillitzer; Tim Brühl; Robin Schwager; Tim Dieter Eberhardt; Michael Auerbach; Eric Sax (VEHITS, 2025)

A Framework for a Capability-driven Evaluation of Scenario Understanding for Multimodal Large Language Models in Autonomous Driving. - Tin Stribor Sohn; Philipp Reis; Maximilian Dillitzer; Johannes Bach; Jason J. Corso; Eric Sax (CoRR, 2025)