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263 documents correspondants.

Prépublication · 2026 arXiv EN

AirMPA: A Meteorology-to-Pollution Adapter for Global Air Quality Forecasting

Accurate real-time forecasting of atmospheric pollutants is essential for reducing exposure risks and improving public health. Traditional numerical forecasting systems suffer from incomplete parameterizations, uncertain inputs, and high computational cost. Ex...

Yiheng Wang, Kai Zheng et al. #physics.ao-ph
Prépublication · 2026 arXiv EN

Transient growth and Counter-propagating Rossby Waves in a sloped Eady problem

A mechanistic interpretation for baroclinic normal mode instability with exponential growth is the interaction arising from Counter-propagating Rossby Waves (CRWs), where pairs of CRWs phase-lock and interfere constructively. On the other hand, an arbitrary in...

J. Yin, N. Harnik et al. #physics.flu-dyn
Prépublication · 2026 arXiv EN

Can It Actually Work? Synthesizing Functional CAD Mechanisms

While LLM agents can generate visually plausible CAD assemblies, these designs often fail to fulfill their intended physical functions. We study functional CAD design, a setting where agents interpret underspecified requests to construct and iteratively revise...

Wenqian Zhang, Yangyi Huang et al. #cs.CV
Prépublication · 2026 arXiv EN

Reinforcement Learning with Visually Attributable On-Policy Self-Distillation

Multimodal reinforcement learning with verifiable rewards (RLVR) provides reliable task-level supervision, yet offers limited guidance for localizing errors in visual reasoning. On-policy self-distillation (OPSD) complements this supervision with dense token-l...

Shiao Xie, Siyu Chen et al. #cs.CV
Prépublication · 2026 arXiv EN

WeAct: Dynamic Weight Switching as Agent Actions

Long-horizon agents must learn heterogeneous capabilities from interleaved trajectories. Updating shared parameters to learn new capabilities can degrade previously acquired ones, resulting in catastrophic forgetting. As a trajectory unfolds, different stages...

Rui Shi, Xunjian Yin et al. #cs.LG