Skip to content
aiqbench takeMachine Learning

aiqbench analysis

This research advances robot planning by mathematically formalizing contact modes as strata within configuration space, enabling efficient navigation through discrete-continuous coupled tasks without predefined sequences. By treating motion segments as geodesics across these manifolds, the approach solves complex manipulation problems like pushing blocks and reorienting cubes in seconds using purely geometric structure. This represents a significant theoretical step forward for AI-driven robotics that must handle intricate physical interactions with high precision.
Source coveringarXiv
What this isA model's reading of the article and related coverage, written for aiqbench. Not the publisher's words.

Contact Modes Are Strata: What Geometric Structure Buys in Discrete-Continuous Planning

arXiv2 min read

arXiv:2608.15541v1 Announce Type: new Abstract: Contact-rich manipulation poses a discrete question and a continuous one at once, namely which contacts are active and how to move while they hold. The two are coupled by a change of dimension, since each contact that a robot maintains confines its motion to a lower-dimensional manifold. We make that coupling the explicit object of planning by observing that a contact mode is not merely analogous to a stratum of the configuration space; it is one. A plan is then a walk over strata whose within-stratum segments are geodesics. On two contact-rich manipulation tasks in simulation, pushing a T-shaped block around obstacles and reorienting a cube in a dexterous hand, our planner returns solutions within seconds with no mode, contact sequence, or stratum given in advance.

Abstract:Contact-rich manipulation poses a discrete question and a continuous one at once, namely which contacts are active and how to move while they hold. The two are coupled by a change of dimension, since each contact that a robot maintains confines its motion to a lower-dimensional manifold. We make that coupling the explicit object of planning by observing that a contact mode is not merely analogous to a stratum of the configuration space; it is one. A plan is then a walk over strata whose within-stratum segments are geodesics. On two contact-rich manipulation tasks in simulation, pushing a T-shaped block around obstacles and reorienting a cube in a dexterous hand, our planner returns solutions within seconds with no mode, contact sequence, or stratum given in advance.

Robotics (cs.RO)

arXiv:2608.15541 [cs.RO]

(or arXiv:2608.15541v1 [cs.RO] for this version)

https://doi.org/10.48550/arXiv.2608.15541 Focus to learn more arXiv-issued DOI via DataCite (pending registration)

arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website.

Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them.

Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs.

Full text under the publisher's open licence · 219 words

Related coverage