Astronex-World 1.0: Real-Time Interactive World Model Foundation
On the map: World models → Video-generation world models and simulators
Abstract (arXiv)
We present Astronex-World 1.0, an open controllable video world-model foundation. Given a text prompt (text-to-video) or an initial observation (image-to-video), the model predicts future visual states under frame-aligned camera trajectories, continuous actions, and an embodiment identifier, and accepts text events inserted at a specified position of a rollout. The family provides a bidirectional model for full-context generation and a causal model with block-causal attention and cross-block KV caching for persistent generation, both built on the Wan2.2-TI2V-5B prior. PRoPE injects camera intrinsics and extrinsics, while a 64-dimensional action stream modulates every Transformer layer. A five-stage training path develops bidirectional camera and action control, converts the backbone to block-causal generation, distills a few-step student, restores mixed-domain dynamics, and applies asymmetric DMD/DMD2 distribution matching. The causal model generates 832x480 video at 24 fps. All five training stages run on two NVIDIA L20 48 GB GPUs, and the causal model streams in real time on one. It scores 73.5 on WBench Navi and 70.0 on WBench Full. On Full, this 5B model is above the 13.6B LongCat-Video and the 14B Helios, within one point of the 22B LTX-2.3, and above YUME 1.5, which is post-trained from the same 5B prior on NVIDIA A100 GPUs. The reserved action input and output interfaces allow post-training for embodied intelligence and autonomous driving.
Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Placed in Video-generation world models and simulators, one of 11 directions in World models. Builds on 60 of its 63 references that are in the map. First posted on arXiv 17 Sep 2026.
Builds on
60 of 63 references.
Closest ancestors · 18
Same direction, newest first
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- 2025WorldMem: Long-term Consistent World Simulation with Memory16 Apr
- 2025Wan: Open and Advanced Large-Scale Video Generative Models26 Mar
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- 2022Scalable Diffusion Models with Transformers19 Dec
- 2022Flow Matching for Generative Modeling6 Oct
- 2020Denoising Diffusion Probabilistic Models19 Jun
Other references · 42
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