Robi Butler: Multimodal Remote Interaction with a Household Robot Assistant
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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.
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19 more
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Built on by
Citing papers per year: 2025: 4; 2026: 2.
6 papers.
- 2025Hi Robot: Open-Ended Instruction Following with Hierarchical Vision-Language-Action Modelscited by 216
- 2025FUNCTO: Function-Centric One-Shot Imitation Learning for Tool Manipulationcited by 8
- 2025Embodied AI with Foundation Models for Mobile Service Robots: A Systematic Reviewcited by 3
- 2025OWMM-Agent: Open World Mobile Manipulation With Multi-modal Agentic Data Synthesiscited by 3
- 2026Personalizing Embodied Multimodal Large Language Model Agents over Long-term User Interactionscited by 0
- 2026Robots That Take Initiative: A Framework for Building and Evaluating Proactive Robotscited by 0
- 2026Robots That Take Initiative: A Framework for Building and Evaluating Proactive Robots24 Sep 2026
- 2026Personalizing Embodied Multimodal Large Language Model Agents over Long-term User Interactions25 May 2026
- 2025OWMM-Agent: Open World Mobile Manipulation With Multi-modal Agentic Data Synthesis4 Jun 2025
- 2025Embodied AI with Foundation Models for Mobile Service Robots: A Systematic Review26 May 2025
- 2025Hi Robot: Open-Ended Instruction Following with Hierarchical Vision-Language-Action Models26 Feb 2025
- 2025FUNCTO: Function-Centric One-Shot Imitation Learning for Tool Manipulation17 Feb 2025
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- 2026HARMONI: Multimodal Personalization of Multi-User Human-Robot Interactions with LLMs
- 2025MARS: Multi-Agent Robotic System with Multimodal Large Language Models for Assistive Intelligence
- 2024AlignBot: Aligning VLM-powered Customized Task Planning with User Reminders Through Fine-Tuning for Household Robots
- 2019Probabilistic Multimodal Modeling for Human-Robot Interaction Tasks
- 2026Multimodal Large Language Models for Real-Time Situated Reasoning
- 2025RoboOmni: Proactive Robot Manipulation in Omni-modal Context
- 2021Creating Multimodal Interactive Agents with Imitation and Self-Supervised Learning