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WorldPlay2 is an interactive world model that integrates a factorized hybrid control interface with compressed memory and stable distillation to enable real-time responsiveness and long-horizon consistency in control tasks.
LayerRecall improves long-video consistency in diffusion models by selectively routing historical memory to specific layers, supervised by cross-horizon prediction matching.
This paper introduces NCP-Bench, a benchmark derived from 100 movie synopses for evaluating long-horizon narrative consistency in LLM-based interactive storytelling agents. Experiments show that even strong models like GPT-5.2 struggle to maintain logical consistency, with a 42% survival rate after 20 turns and high fact conflict rates.
NeuWorld is a new interactive video generation system that uses compact neural implicit scene representations and a transformer VAE with diffusion transformer for trajectory-conditioned rendering, achieving long-horizon consistency.