Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Robots of the Lost Arc: Self-Supervised Learning to Dynamically
  Manipulate Fixed-Endpoint Cables   We explore how high-speed robot arm motions can dynamically manipulate cables
to vault over obstacles, knock objects from pedestals, and weave between
obstacles. In this paper, we propose a self-supervised learning framework that
enables a UR5 robot to perform these three tasks. The framework finds a 3D apex
point for the robot arm, which, together with a task-specific trajectory
function, defines an arcing motion that dynamically manipulates the cable to
perform tasks with varying obstacle and target locations. The trajectory
function computes minimum-jerk motions that are constrained to remain within
joint limits and to travel through the 3D apex point by repeatedly solving
quadratic programs to find the shortest and fastest feasible motion. We
experiment with 5 physical cables with different thickness and mass and compare
performance against two baselines in which a human chooses the apex point.
Results suggest that a baseline with a fixed apex across the three tasks
achieves respective success rates of 51.7%, 36.7%, and 15.0%, and a baseline
with human-specified, task-specific apex points achieves 66.7%, 56.7%, and
15.0% success rate respectively, while the robot using the learned apex point
can achieve success rates of 81.7% in vaulting, 65.0% in knocking, and 60.0% in
weaving. Code, data, and supplementary materials are available at https:
//sites.google.com/berkeley.edu/dynrope/home.

14
The categories of this paper are: math-ph
13
The categories of this paper are: quant-ph
23
The categories of this paper are: solv-int
17
The categories of this paper are: q-fin
24
The categories of this paper are: dg-ga
35
The categories of this paper are: mtrl-th
36
The categories of this paper are: cmp-lg
3
The categories of this paper are: physics
34
The categories of this paper are: chem-ph
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The categories of this paper are: patt-sol
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The categories of this paper are: alg-geom
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The categories of this paper are: ao-sci
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The categories of this paper are: adap-org
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The categories of this paper are: q-alg
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The categories of this paper are: nucl-th
2
The categories of this paper are: math