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Interactive Adjustment of Agent-Based Cooperative Tasks Driven by Multi-View Collaboration
This study introduces a new framework for adjusting agent-based cooperative tasks using multi-view collaboration. It enhances human intervention with intuitive visualizations and large language model (LLM) command interpretation for flexible task execution.
Area of Science:
- Artificial Intelligence
- Human-Computer Interaction
- Robotics
Background:
- Flexible and complex task execution in agent-based systems requires interactive adjustment.
- Current methods lack intuitive visual interaction, hindering real-time human intervention.
Purpose of the Study:
- To propose an interactive adjustment framework for agent-based cooperative tasks using multi-view collaboration.
- To enhance user interaction and task flexibility in complex scenarios.
Main Methods:
- Developed a Dual-Structured Graph for unified task and agent process visualization.
- Integrated a large language model (LLM) for interpreting diverse user commands.
- Implemented an integrated platform with three views for multi-view collaboration.
Main Results:
- The Dual-Structured Graph provides a unified task representation.
- LLM-driven interaction enables accurate command interpretation and execution.
- The multi-view platform supports intuitive and flexible task adjustment.
Conclusions:
- The proposed framework and platform effectively address limitations in current interactive adjustment approaches.
- Multi-view collaboration enhances human intervention in agent-based cooperative tasks.
- User study validates the framework's effectiveness in real-world scenarios.
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