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Preprint Oct 2026

S2Tok: Streaming 3D Gaussian Reconstruction with Persistent Spatial Tokens

Streaming 3D reconstruction requires more than a sequence of geometric predictions: it requires a persistent scene state that can incorporate new evidence and remain renderable as observations arrive. Latent spatial tokens offer a promising representation for this purpose, but constructing them from an image collection...

Fang Li, Jiraphon Yenphraphai, Quentin Herau et al. · 0 citations
Preprint Oct 2026

STRIKE: Learning Visual State Transitions for Physical World Modeling

Physical world modeling requires predicting how interactions change a scene, not merely generating coherent motion. We propose STRIKE, a framework that separates visual state transition learning from dense video generation. We construct event-aligned supervision by extracting observed states from training videos and pa...

Wen-Bin Teng, Tian-Shuo Xu, De-Pu Meng et al. · 0 citations
#artificial intelligence Preprint Sep 2026

EngramBench: A Capability-Grounded Benchmark for Skill-Evolution Harnesses

While large language models have achieved remarkable success in isolated code generation, authentic software engineering requires sustained reasoning, complex state management, and continuous cross-domain abstraction. However, current evaluations of skill evolution in autonomous agents suffer from a critical identifiab...

Tan Zhi-Xuan, Peng-Jie Gu, Zhao-Song Li et al. · 0 citations

UniQueR: Unified Query-based Feedforward 3D Reconstruction

The UniQueR model learns a compact set of 3D anchor points that act as explicit geometric queries, enabling the network to infer scene structure, including geometry in occluded regions--in a single forward pass.

Chensheng Peng, Quentin Herau, Jiezhi Yang et al. · 3 citations

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