new paper!ForceTwin: Physics-informed Digital Twins for Robotic Manipulation from… →
Photo of Tim Engelbracht
me & Fluffy

Hi, I'm Tim.

I'm a Doctoral Fellow at the ETH AI Center and ETH Zürich, supervised by Prof. Marc Pollefeys and Prof. Stefan Leutenegger. I work on robots that understand scenes by interacting with them: mobile manipulation, force-grounded perception and scene understanding.

today the robot is pressing light switches, up to 84% successfullySpotLight, abstract

what I work on

Robots that learn a scene by touching it

Most robots map a room by looking at it. I'm interested in what they learn by interacting with it: pressing a light switch to find out which lamp it controls, or opening drawers and cabinets to recover how they move and what is inside.

SpotLightMoMa-SG

Forces as a first-class signal

Two doors can look the same and still need very different effort. I record and model the forces of real interactions, from a dataset of people opening things with force and touch sensing to digital twins that capture friction, springs and door closers, and use them to control robots.

Hoi!ForceTwin

Perception across people, robots and devices

Robots share spaces with people and their devices. I have worked on localizing legged robots, phones and headsets in the same map, on a mixed-reality interface for directing several robots at once, and on learning where a robot should look from human egocentric video.

CroCoDLSpot-OnLIME

papers

ForceTwin: Physics-informed Digital Twins for Robotic Manipulation from Instrumented Human Interaction→

Tim Engelbracht, René Zurbrügg, Mayank Mittal, Marco Hutter, Marc Pollefeys, Hermann Blum, Zuria Bauer · arXiv 2026 preprint

project pagearXiv

LIME: Learning Intent-aware Camera Motion from Egocentric Video→

Boyang Sun, Jiajie Li, Yung-Hsu Yang, Chenyangguang Zhang, Tim Engelbracht, Sunghwan Hong, Cesar Cadena, Marc Pollefeys, Hermann Blum · arXiv 2026 preprint

project pagearXiv

Articulated 3D Scene Graphs for Open-World Mobile Manipulation→

Martin Büchner, Adrian Röfer, Tim Engelbracht, Tim Welschehold, Zuria Bauer, Hermann Blum, Marc Pollefeys, Abhinav Valada · arXiv 2026 preprint

arXiv

Hoi! - A Multimodal Dataset for Force-Grounded, Cross-View Articulated Manipulation→

CVPR 2026Tim Engelbracht, René Zurbrügg, Matteo Wohlrapp, Martin Büchner, Abhinav Valada, Marc Pollefeys, Hermann Blum, Zuria Bauer

project pagearXiv

CroCoDL: Cross-device Collaborative Dataset for Localization→

CVPR 2025Hermann Blum, Alessandro Mercurio, Joshua O'Reilly, Tim Engelbracht, Mihai Dusmanu, Marc Pollefeys, Zuria Bauer

paper

Spot-On: A Mixed Reality Interface for Multi-Robot Cooperation→

CVPR Workshop 2025Tim Engelbracht, Petar Lukovic, Tjark Behrens, Kai Lascheit, René Zurbrügg, Marc Pollefeys, Hermann Blum, Zuria Bauer

arXiv

SpotLight: Robotic Scene Understanding through Interaction and Affordance Detection→

Humanoids 2025Tim Engelbracht, René Zurbrügg, Marc Pollefeys, Hermann Blum, Zuria Bauer

project pagearXivcodevideo

shout-out to my collaborators

+ 19 more

Cool people, fun to work with ;)

let's connect!

Working on something related, or just curious about what I do? I'd love to hear from you. Drop me a few lines about what you have in mind. And if it's something unrelated, I'm always happy to see if I can help ;)

this could be us >-<

failure of the month

The door won. Fluffy lost. Tim was stressing.