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241 documents correspondants.

Prépublication · 2026 arXiv EN

ThinkWorld: World Imagination Reinforces Chain-of-Dynamics Reasoning

Vision-Language-Action (VLA) models have made substantial progress in robotic manipulation, but their generalization remains constrained by the diversity and coverage of action-labeled robot demonstrations. Human videos provide much broader behavioral and envi...

Chaehyun Kim, Chi-Pin Huang et al. #cs.RO
Prépublication · 2026 arXiv EN

Attention as Lattice Gauge Theory: Relations Interact Only Through Wilson Loops

Relations compose through the entity they share - Alice is Bob's mother and Bob is Carol's father, so Alice is Carol's grandmother - and the order matters, since a father's mother is not a mother's father; verifying a composed relation means closing the loop....

Aakash Sarkar, Ananya Mukherjee et al. #cs.LG
Prépublication · 2026 arXiv EN

MuonGS: Pretraining LLMs with Relaxed Weight-Norm Control

Weight decay and explicit weight-norm constraints improve optimizer performance in language model pretraining, yet a unified understanding of why such control helps and how much is needed remains incomplete. We analyze norm control in Muon over the entire trai...

Athanasios Glentis, Dawei Li et al. #cs.LG
Prépublication · 2026 arXiv EN

Multi-State Linear Attention with Generalized Second-Order Routing

Self-attention plays a key role in long-sequence modeling, but its quadratic time complexity fundamentally limits the scaling of Large Language Models. Recently, Multi-State Linear Attention (MSLA) mechanisms have been proposed to make sequence modeling more e...

Hee Seung Hwang, Sanghyuk Chun et al. #cs.CL
Prépublication · 2026 arXiv EN

VideoLVR: Latent Visual Reasoning over Grounded Video Evidence

Chain-of-thought reasoning has substantially advanced video understanding in multimodal large language models (MLLMs). However, language-based reasoning traces do not provide a reliable mechanism for models to revisit relevant visual evidence, leading to visua...

Shilong Li, Xingyuan Bu et al. #cs.CV
Prépublication · 2026 arXiv EN

4D sensitivity kernels for infrasound atmospheric propagation: considering the need and impact of time dependent observation operators for acoustic wave observations in data assimilation methods

The long range propagation of acoustic waves in Earth's atmosphere is sensitive to winds and temperature variations in the upper atmosphere. Thus, infrasound observations have a strong potential to improve numerical weather models by data assimilation methods....

Raphael F. Garcia, Marc Bocquet et al. #physics.ao-ph