sequence-prediction

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Relational Learning as World Modeling

Hugging Face Daily Papers ↗ · 2026-10-12 Cached

论文提出 TabWM(表格世界模型)与 WorldRel 生成器,通过在上下文中观察执行样本来推断关系型系统的动态,预测动作导致的稀疏结构化编辑,从而将关系学习从状态建模扩展到世界建模与动作规划。

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#sequence-prediction

@HazanPrinceton: Just in time for our tutorial at ICML next week, Annie posted an update to our universal sequence preconditioning paper…

X AI KOLs Timeline ↗ · 2026-06-29 Cached

This paper update presents a universal sequence preconditioning method achieving dimension-free regret bounds for marginally stable linear dynamical systems, using second-order VAW algorithm and Faber polynomials.

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#sequence-prediction

Product units in gated recurrent units improve nuclear-mass prediction

arXiv cs.LG ↗ · 2026-06-08 Cached

This paper proposes a novel complex-valued gated recurrent unit (GRU) architecture with multiplicative product units (AM-PU-GRU) for predicting nuclear masses, achieving state-of-the-art interpolation and extrapolation accuracy on the Atomic Mass Evaluation datasets.

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