Geometry as Address: Routing Attention to Visual Memory for Long-Horizon Camera-Controlled Video Generation

arXiv:2609.34722 · cs.CV · Submitted 2026-09-28 · Read on arXiv

cs.CV

Submitted: 2026-09-28

Updated: 2026-09-28

Project page: https://zju3dv.github.io/geometry-as-address

Terminology

• Consistency — 14× in this paper · explained in 3 episodes
• Geometric Correspondence Attention — 9× in this paper
• World Model — 8× in this paper · explained in 7 episodes
• Ablation — 6× in this paper · explained in 1 episode
• Alignment — 6× in this paper · explained in 1 episode
• LoRA Adapters — 4× in this paper · explained in 3 episodes
• Accuracy — 3× in this paper · explained in 1 episode
• Diffusion Model — 3× in this paper · explained in 8 episodes
• Embeddings — 3× in this paper · explained in 2 episodes
• Fidelity — 3× in this paper · explained in 2 episodes
• Generative Model — 3× in this paper · explained in 2 episodes
• Robustness — 3× in this paper · explained in 5 episodes
• Ablation study — 2× in this paper · explained in 1 episode
• Adaptation — 2× in this paper · explained in 1 episode
• Diffusion Models — 2× in this paper · explained in 6 episodes
• Generative Models — 2× in this paper · explained in 2 episodes
• Absolute Trajectory Error — 1× in this paper
• Benchmark — 1× in this paper · explained in 2 episodes
• Computational overhead — 1× in this paper · explained in 2 episodes
• Decode — 1× in this paper · explained in 2 episodes
• Flow Matching — 1× in this paper · explained in 8 episodes
• Generative Modeling — 1× in this paper · explained in 3 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Reconstruction Error — 1× in this paper · explained in 2 episodes
• Redundancy — 1× in this paper · explained in 2 episodes

Sources

• AlayaWorld: Interactive Long-Horizon World Modeling - Full Technical Report (v1.1)
• Qwen3-VL Technical Report
• Positional Encoding Field
• Matrix-game 2.0: An open-source, real-time, and streaming interactive world model
• RELIC: Interactive Video World Model with Long-Horizon Memory
• ViPE: Video Pose Engine for 3D Geometric Perception
• Advancing Open-source World Models
• Lyra 2.0: Explorable Generative 3D Worlds
• HY-World 2.0: A Multi-Modal World Model for Reconstructing, Generating, and Simulating 3D Worlds
• Seedance 2.0: Advancing Video Generation for World Complexity
• Wan: Open and Advanced Large-Scale Video Generative Models
• Towards Accurate Generative Models of Video: A New Metric & Challenges

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