Tim Welschehold

University of Freiburg

Papers

23

Total Citations

330

H-Index

12

About

Tim Welschehold is a robotics researcher whose work sits at the intersection of mobile manipulation, robot learning, and autonomous navigation. His research focuses on enabling robots to operate intelligently in complex, unstructured human environments — a challenge he has tackled through learning from demonstration, reinforcement learning, and large language model integration. Welschehold's early contributions established robust methods for teaching robots manipulation skills from human demonstrations without kinesthetic training, work that has garnered over 60 citations across two foundational papers. He has since advanced the field with innovative frameworks for mobile manipulation, including N²M² for navigation in dynamic environments and CenterGrasp, a notable approach combining implicit shape reconstruction with 6-DoF grasp estimation. His 2024 paper on language-grounded dynamic scene graphs — already accumulating 50 citations — reflects his growing interest in harnessing LLMs for long-horizon task planning in unexplored environments. A recurring theme across his portfolio is interactive and adaptive robot learning: his work on corrective feedback for manipulation and Soft Actor-Critic Gaussian Mixture Models demonstrates a commitment to making robots practically deployable. Collectively, his papers have amassed over 250 citations, establishing him as a rising and impactful voice in service and mobile manipulation robotics.

Research Focus

Key Achievements

12
H-Index
23
Papers
330
Total Citations
14
Avg Citations/Paper
🏆 Most Cited Paper
Language-Grounded Dynamic Scene Graphs for Interactive Object Search With Mobile Manipulation
50 citations · 2024
📈 Most Prolific Year: 2024 (6 Papers)
🤝 Key Collaborators: 27
🏛 Institutions: University of Freiburg

Top Papers

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Key Collaborators

Contact & Links

Available for collaboration
Content generated · 14 days ago