UniManip: Open-World Robotic Manipulation via Agentic Operational Graphs
Overview
UniManip is a unified framework for robotic manipulation that uses an Agentic Operational Graph (AOG) to orchestrate tasks, track states, and recover from failures. It achieves state-of-the-art performance on LIBERO-Pro and demonstrates strong zero-shot generalization across various tasks and embodiments, outperforming leading VLA models and hierarchical baselines.
From arXiv Robotics — research abstracts
Event evidence and corrections
0 attributed source owners. Ownership does not establish independent confirmation. Quantities are reported separately and are never added together.
No current evidence-backed claims. Missing information remains not reported.
Evidence dependency changes (2)
- 2026-10-30T19:47:51.237Z · evidence updated · source revision 1. Evidence extraction was updated; current source attributions are shown above.
- 2026-10-30T19:47:41.344Z · evidence updated · source revision 1. Evidence extraction was updated; current source attributions are shown above.
Report timeline
Follow attributed reports and material updates.
- arXiv Robotics — research abstractsSignalUniManip: Open-World Robotic Manipulation via Agentic Operational Graphs
UniManip is a unified framework for robotic manipulation that uses an Agentic Operational Graph (AOG) to orchestrate tasks, track states, and recover from failures. It achieves state-of-the-art performance on LIBERO-Pro and demonstrates strong zero-shot generalization across various tasks and embodiments, outperforming leading VLA models and hierarchical baselines.
Timezone · UTC
Article dates follow your selected timezone. Briefing editions use Hong Kong time (UTC+8).