1 citations · 1 across the 4 of their papers we have counts for
4 papers
Toward Generalist Neural Motion Planners for Robotic Manipulators: Challenges and Opportunities
Davood Soleymanzadeh, Ivan Lopez-Sanchez, Hao Su +3
State-of-the-art generalist manipulation policies have enabled the deployment of robotic manipulators in unstructured human environments. However, these frameworks struggle in clut…
GAIDE: Graph-based Attention Masking for Spatial- and Embodiment-aware Motion Planning
Davood Soleymanzadeh, Xiao Liang, Minghui Zheng
Sampling-based motion planning algorithms are widely used for motion planning of robotic manipulators, but they often struggle with sample inefficiency in high-dimensional configur…
Modular Safety Guardrails Are Necessary for Foundation-Model-Enabled Robots in the Real World
Joonkyung Kim, Wenxi Chen, Davood Soleymanzadeh +9
The integration of foundation models (FMs) into robotics has accelerated real-world deployment, while introducing new safety challenges arising from open-ended semantic reasoning a…
DeGrip: A Compact Cable-driven Robotic Gripper for Desktop Disassembly
Bihao Zhang, Davood Soleymanzadeh, Xiao Liang +1
Intelligent robotic disassembly of end-of-life (EOL) products has been a long-standing challenge in robotics. While machine learning techniques have shown promise, the lack of spec…