3 papers
cs.RO2026
RoboRacer Arena: Specification-Driven Track Construction for Autonomous Racing
Mihaela-Larisa Clement, Agnes Poks, Ezio Bartocci
Learning-based autonomous racing relies on diverse training environments, yet constructing a new track requires geometric design, validation, and simulation-asset generation. This…
cs.LG2026
Towards Safe Learning-Based Non-Linear Model Predictive Control through Recurrent Neural Network Modeling
Mihaela-Larisa Clement, Mónika Farsang, Agnes Poks +4
The practical deployment of nonlinear model predictive control (NMPC) is often limited by online computation: solving a nonlinear program at high control rates can be expensive on…
cs.RO2025
Depth Matters: Multimodal RGB-D Perception for Robust Autonomous Agents
Mihaela-Larisa Clement, Mónika Farsang, Felix Resch +2
Autonomous agents that rely purely on perception to make real-time control decisions require efficient and robust architectures. In this work, we demonstrate that augmenting RGB in…