38 citations · 121 across the 85 of their papers we have counts for
5 papers · 1 filter
LLM Agents Beyond Utility: An Open-Ended Perspective
Asen Nachkov, Xi Wang, Luc Van Gool
Recent LLM agents have made great use of chain of thought reasoning and function calling. As their capabilities grow, an important question arises: can this software represent not…
MLLMs are Deeply Affected by Modality Bias
Xu Zheng, Chenfei Liao, Yuqian Fu +15
Recent advances in Multimodal Large Language Models (MLLMs) have shown promising results in integrating diverse modalities such as texts and images. MLLMs are heavily influenced by…
Unlocking Efficient Vehicle Dynamics Modeling via Analytic World Models
Asen Nachkov, Danda Pani Paudel, Jan-Nico Zaech +2
Differentiable simulators represent an environment's dynamics as a differentiable function. Within robotics and autonomous driving, this property is used in Analytic Policy Gradien…
Autonomous Vehicle Controllers From End-to-End Differentiable Simulation
Asen Nachkov, Danda Pani Paudel, Luc Van Gool
Current methods to learn controllers for autonomous vehicles (AVs) focus on behavioural cloning. Being trained only on exact historic data, the resulting agents often generalize po…
I-Design: Personalized LLM Interior Designer
Ata Çelen, Guo Han, Konrad Schindler +4
Interior design allows us to be who we are and live how we want - each design is as unique as our distinct personality. However, it is not trivial for non-professionals to express…