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Recent advances in robot learning from demonstration
In the context of robotics and automation, learning from demonstration (LfD) is the paradigm
in which robots acquire new skills by learning to imitate an expert. The choice of LfD over …
in which robots acquire new skills by learning to imitate an expert. The choice of LfD over …
The grand challenges of Science Robotics
One of the ambitions of Science Robotics is to deeply root robotics research in science while
develo** novel robotic platforms that will enable new scientific discoveries. Of our 10 …
develo** novel robotic platforms that will enable new scientific discoveries. Of our 10 …
A review of robot learning for manipulation: Challenges, representations, and algorithms
A key challenge in intelligent robotics is creating robots that are capable of directly
interacting with the world around them to achieve their goals. The last decade has seen …
interacting with the world around them to achieve their goals. The last decade has seen …
Improving robot controller transparency through autonomous policy explanation
Shared expectations and mutual understanding are critical facets of teamwork. Achieving
these in human-robot collaborative contexts can be especially challenging, as humans and …
these in human-robot collaborative contexts can be especially challenging, as humans and …
Neural task graphs: Generalizing to unseen tasks from a single video demonstration
Our goal is to generate a policy to complete an unseen task given just a single video
demonstration of the task in a given domain. We hypothesize that to successfully generalize …
demonstration of the task in a given domain. We hypothesize that to successfully generalize …
Aligning human and robot representations
To act in the world, robots rely on a representation of salient task aspects: for example, to
carry a coffee mug, a robot may consider movement efficiency or mug orientation in its …
carry a coffee mug, a robot may consider movement efficiency or mug orientation in its …
Automatic high-level motion sequencing methods for enabling multi-tasking construction robots
Robots are expected to play an important role in future construction work. However, they are
not yet widely adopted by the industry because it is difficult and expensive to program robots …
not yet widely adopted by the industry because it is difficult and expensive to program robots …
Transparent role assignment and task allocation in human robot collaboration
Collaborative robots represent a clear added value to manufacturing, as they promise to
increase productivity and improve working conditions of such environments. Although …
increase productivity and improve working conditions of such environments. Although …
Procedure planning in instructional videos
In this paper, we study the problem of procedure planning in instructional videos, which can
be seen as a step towards enabling autonomous agents to plan for complex tasks in …
be seen as a step towards enabling autonomous agents to plan for complex tasks in …
Aligning robot and human representations
To act in the world, robots rely on a representation of salient task aspects: for example, to
carry a coffee mug, a robot may consider movement efficiency or mug orientation in its …
carry a coffee mug, a robot may consider movement efficiency or mug orientation in its …