Logit Distance Bounds Representational Similarity
理论揭示:判别模型的条件分布等价性如何约束内部表示的唯一性,为理解模型表征相似性提供新视角
arXiv:2602.15438v3 Announce Type: replace-cross Abstract: For a broad family of discriminative models that includes autoregressive language models, id…
理论揭示:判别模型的条件分布等价性如何约束内部表示的唯一性,为理解模型表征相似性提供新视角
arXiv:2602.15438v3 Announce Type: replace-cross Abstract: For a broad family of discriminative models that includes autoregressive language models, id…
利用相似性结构提升多臂赌博机算法效率,最新arXiv论文探索更优的探索-利用权衡策略。
arXiv:2606.23414v1 Announce Type: new Abstract: In many online learning and bandit problems, the actions we consider possess inherent similarities--fo…
颠覆深度缩放传统认知:层间相似性导致“越深越差”的逆缩放现象,ICML 2026最新发现。
arXiv:2602.05970v2 Announce Type: replace Abstract: Neural scaling laws relate loss to model size in large language models (LLMs), yet depth and width…
CockroachDB原生支持大规模向量索引,让数据库直接处理AI相似性搜索,无需额外组件,性能与扩展性兼备。
In this article, we will look at how the CockroachDB engineering team built this index and the challenges they faced.
利用扩散几何从多视角学习比较神经表征,揭示网络与层间相似性,关键创新在于将多视图工具引入表征分析。
arXiv:2605.15901v1 Announce Type: new Abstract: Diffusion geometry is a manifold learning framework that uses random walks defined by Markov transitio…