Paper page - Infinite Worlds with Versatile Interactions

Source: https://huggingface.co/papers/2607.07534 Published on Jul 8

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Abstract

An advanced world modeling system with extended interaction capabilities, real-time processing, diverse interactive elements, and multi-agent behavior control for collaborative virtual environments.

We present LingBot-World 2.0 (also known as LingBot-World-Infinity), an advanced iteration of LingBot-World featuring four distinct upgrades. (1) Our model achieves an unbounded interaction horizon while maintaining consistent output quality, benefiting from a carefully craftedcausal pretraining paradigm. (2) Through distilling areal-time variantfrom the base model, our system guarantees rapid response time, sufficient to drive 720p video streams at 60 fps. (3) Compared to the previous version, this update introduces highly diverseinteractive elements, comprising a broader spectrum of actions (e.g., attacking, archery, spell-casting, and shooting) alongside a richer variety oftext-driven events. (4) We pioneer the integration of anagentic harnesswithin the domain ofworld modeling, wherein apilot agentis tasked with planning and executing character behaviors, while adirector agentis responsible for synthesizing novel environmental elements as the scene progresses. Additionally, to facilitate ashared experience, we develop an interface that permits multiple players to simultaneously immerse themselves in this vivid world simulator. We pair our primary 14B model with a lightweight 1.3B counterpart, which supports effortless deployment on a single GPU.

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