Author

Xinshuang Liu

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Preprint Aug 2026

Unified Agent: Managing Interactions across Devices

Unified Agent is instantiate, a stateful agent that carries interaction evidence across devices and moments and uses it with the current observation to act and remains ahead of all compared systems, demonstrating that the state-design advantage is robust across MLLM settings.

Xinshuang Liu, R. Li, Shaoxiu Wei et al. · 0 citations