mlsanityData to 7 Oct 2026

Robi Butler: Multimodal Remote Interaction with a Household Robot Assistant

arXiv 2409.20548 ↗First posted 30 Sep 2024cs.RO cs.AI cs.HCcited by 6

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Abstract (arXiv)

Imagine a future when we can Zoom-call a robot to manage household chores remotely. This work takes one step in this direction. Robi Butler is a new household robot assistant that enables seamless multimodal remote interaction. It allows the human user to monitor its environment from a first-person view, issue voice or text commands, and specify target objects through hand-pointing gestures. At its core, a high-level behavior module, powered by Large Language Models (LLMs), interprets multimodal instructions to generate multistep action plans. Each plan consists of open-vocabulary primitives supported by vision-language models, enabling the robot to process both textual and gestural inputs. Zoom provides a convenient interface to implement remote interactions between the human and the robot. The integration of these components allows Robi Butler to ground remote multimodal instructions in real-world home environments in a zero-shot manner. We evaluated the system on various household tasks, demonstrating its ability to execute complex user commands with multimodal inputs. We also conducted a user study to examine how multimodal interaction influences user experiences in remote human-robot interaction. These results suggest that with the advances in robot foundation models, we are moving closer to the reality of remote household robot assistants.

Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 31 of its 58 references that are in the map. First posted on arXiv 30 Sep 2024.

Builds on

31 of 58 references.

References · 31

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19 more
  1. 2021Contact-GraspNet: Efficient 6-DoF Grasp Generation in Cluttered Scenescited by 213
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Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 4; 2026: 2.

6 papers.

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  1. 2025NatSGLD: A Dataset with Speech, Gesture, Logic, and Demonstration for Robot Learning in Natural Human-Robot Interaction
  2. 2026HARMONI: Multimodal Personalization of Multi-User Human-Robot Interactions with LLMs
  3. 2025MARS: Multi-Agent Robotic System with Multimodal Large Language Models for Assistive Intelligence
  4. 2024AlignBot: Aligning VLM-powered Customized Task Planning with User Reminders Through Fine-Tuning for Household Robots
  5. 2019Probabilistic Multimodal Modeling for Human-Robot Interaction Tasks
  6. 2026Multimodal Large Language Models for Real-Time Situated Reasoning
  7. 2025RoboOmni: Proactive Robot Manipulation in Omni-modal Context
  8. 2021Creating Multimodal Interactive Agents with Imitation and Self-Supervised Learning