154 citations · 510 across the 52 of their papers we have counts for
4 papers · 2 filters
DreamFormer: Dream Imitation with a Transformer World Model for Language-Conditioned Robotic Manipulation
Mostafa Kotb, Cornelius Weber, Muhammad Burhan Hafez +1
We introduce DreamFormer, a model-based agent that acquires language-conditioned, multi-task skills by imitating expert demonstrations within the latent imagination of a learned wo…
When to Make a Decision: Task-Sufficient Active Perception for Mobile Manipulator Robots
Mariana da Silva Barros, Matthias Kerzel, Cornelius Weber +1
A robotic agent operating in an unknown environment must gather sufficient task-relevant information before acting. However, determining when the available information is sufficien…
MorphIK: Morphology-Conditioned Neural Inverse Kinematics for Unknown Robots
Lennart Clasmeier, Jan Gerrit Habekost, Cornelius Weber +1
Neural models can learn to generate various solutions to the inverse kinematics problem from data, but are usually limited to a single robot. We present MorphIK, a flow-matching mo…
SmoLSTM: A Compact Vision-Language-Action Model with Recurrent Memory that Persists
Jan-Gerrit Habekost, Parsa Mastouri Kashani, Connor Gäde +5
Vision-language-action models often predict actions from only the current observation, which can leave tasks involving object occlusion or visually identical objects ambiguous with…