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NovaPlan: Zero-Shot Long-Horizon Manipulation via Closed-Loop Video Language Planning

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NovaPlan is a hierarchical framework combining VLMs and video generation models for zero-shot, long-horizon manipulation. It enables complex assembly and error recovery without task-specific training or demonstrations, using hybrid geometric representation and continuous monitoring.

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  1. arXiv Robotics — research abstracts
    NovaPlan: Zero-Shot Long-Horizon Manipulation via Closed-Loop Video Language Planning

    NovaPlan is a hierarchical framework that enables robust, zero-shot long-horlicity manipulation by combining Vision-Language Models (VLMs) with video generation models. It systematically proposes, verifies, and repairs visual plans, using a hybrid geometric representation and continuous execution monitoring to achieve complex assembly and dexterous error recovery without task-specific training or demonstrations.

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