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Kolmogorov-Arnold Reservoir Computing
KAN与储层计算碰撞，跳出传统激活函数，解锁时序建模新范式。
arXiv:2606.19984v1 Announce Type: new Abstract: Reservoir computing offers a lightweight framework for forecasting dynamical systems but may struggle …
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Kolmogorov Regression for Robust Diffusion Policies
用Kolmogorov方程将扩散策略提升至Cameron-Martin空间，消除离散化带来的时间漂移，提升长期部署鲁棒性。
arXiv:2606.18186v1 Announce Type: cross Abstract: Finite-dimensional (FD) diffusion policies exhibit temporal drift owing to discretization artifacts …
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Shannon Got AI This Far. Kolmogorov Shows Where It Stops
从香农信息论到科尔莫戈罗夫复杂度，揭示人工智能的能力边界与理论极限。
Article URL: https://medium.com/@vishalmisra/shannon-got-ai-this-far-kolmogorov-shows-where-it-stops-c81825f89ca0 Comments URL: https://news.ycombinat…
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Interestingness as an Inductive Heuristic for Future Compression Progress
Schmidhuber新作：将“趣味性”形式化为未来压缩进步的归纳启发式，用Kolmogorov复杂度预判数据潜力，直指递归自我改进AI的核心瓶颈。
arXiv:2605.14831v1 Announce Type: new Abstract: One of the bottlenecks on the way towards recursively self-improving systems is the challenge of inter…
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Deep Learning Alternatives of the Kolmogorov Superposition Theorem
探索KST替代公式作为神经网络设计新范式，挑战经典数学定理的深度学习实践
arXiv:2410.01990v3 Announce Type: replace Abstract: This paper explores alternative formulations of the Kolmogorov Superposition Theorem (KST) as a fo…