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cs.RO2026

TAP-VLA: Tactile Annotation Prompting for Vision Language Action Models

Mark Van der Merwe, Mohamad Louai Shehab, Jayjun Lee +4

Vision-Language-Action (VLA) models demonstrate impressive reasoning over visual, semantic, and spatial task variations by leveraging large-scale vision and language pre-training.…

cs.RO2025

Simultaneous Extrinsic Contact and In-Hand Pose Estimation via Distributed Tactile Sensing

Mark Van der Merwe, Kei Ota, Dmitry Berenson +2

Prehensile autonomous manipulation, such as peg insertion, tool use, or assembly, require precise in-hand understanding of the object pose and the extrinsic contacts made during in…

cs.RO2025

RUMI: Rummaging Using Mutual Information

Sheng Zhong, Nima Fazeli, Dmitry Berenson

This paper presents Rummaging Using Mutual Information (RUMI), a method for online generation of robot action sequences to gather information about the pose of a known movable obje…

cs.RO2025

Estimating Deformable-Rigid Contact Interactions for a Deformable Tool via Learning and Model-Based Optimization

Mark Van der Merwe, Miquel Oller, Dmitry Berenson +1

Dexterous manipulation requires careful reasoning over extrinsic contacts. The prevalence of deforming tools in human environments, the use of deformable sensors, and the increasin…

cs.RO2024

Tactile-Driven Non-Prehensile Object Manipulation via Extrinsic Contact Mode Control

Miquel Oller, Dmitry Berenson, Nima Fazeli

In this paper, we consider the problem of non-prehensile manipulation using grasped objects. This problem is a superset of many common manipulation skills including instances of to…