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Marina Y. Aoyama

5 accepted papers

2026

Few-Shot Transfer of Tool-Use Skills Using Human Demonstrations with Proximity and Tactile Sensing

ICRA 2026poster

Tools extend the manipulation abilities of robots, much like they do for humans. Despite human expertise in tool manipulation, teaching robots these skills faces challenges. The complexity arises from the interplay of two simultaneous points of contact: one between the robot and the tool, and anothe…

2025

Few-Shot Transfer of Tool-Use Skills Using Human Demonstrations With Proximity and Tactile Sensing

RA-L 2025

Tools extend the manipulation abilities of robots, much like they do for humans. Despite human expertise in tool manipulation, teaching robots these skills faces challenges. The complexity arises from the interplay of two points of contact: one between the robot and the tool, and another between the

Cited by 4SourceScholar
2025

Poke and Strike: Learning Task-Informed Exploration Policies

CoRL 2025poster

In many dynamic robotic tasks, such as striking pucks into a goal outside the reachable workspace, the robot must first identify the relevant physical properties of the object for successful task execution, as it is unable to recover from failure or retry without human intervention. To address this…

Cited by 0SourceScholar
2024

Few-Shot Learning of Force-Based Motions From Demonstration Through Pre-training of Haptic Representation

ICRA 2024poster

In many contact-rich tasks, force sensing plays an essential role in adapting the motion to the physical properties of the manipulated object. To enable robots to capture the underlying distribution of object properties necessary for generalising learnt manipulation tasks to unseen objects, existing…

Cited by 4SourceScholar
2023

Structured Motion Generation with Predictive Learning: Proposing Subgoal for Long-Horizon Manipulation

ICRA 2023poster

For assisting humans in their daily lives, robots need to perform long-horizon tasks, such as tidying up a room or preparing a meal. One effective strategy for handling a long-horizon task is to break it down into short-horizon subgoals, that the robot can execute sequentially. In this paper, we pro…

Cited by 8SourceScholar