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Paper · arXiv

WorldPlay2: Extending Real-Time Interactive World Models in Control and Horizon

Interactive world models require responding in real time to versatile controls and maintaining long-horizon consistency. However, modeling heterogeneous controls remains difficult, while explosive contexts and unstable distillation impede achieving both long-horizon consistency and real-time responsiveness. In this paper, we present WorldPlay2, an interactive world model that couples a factorized hybrid control interface with a co-design of compressed memory and stable distillation. 1) Our factorized hybrid control interface integrates frame-aligned action control with structured semantic control that explicitly disentangles scene appearance, character identity, and dynamic semantic event...

AuthorsHaiyu Zhang, Wenqiang Sun, Tengfei Wang et al.
Primary categorycs.CV
Published28 September 2026
Last updated at source28 September 2026
cs.CV
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