knowledge-evolution

(CVPR-Oral 2021) PyTorch implementation of Knowledge Evolution approach and Split-Nets

Version your thoughts. Branch your ideas. Merge understanding. An invisible semantic knowledge WARP graph built on Git.

A Framework for Publication Positioning, Manuscript Classification, and Research Evolution

时序知识发现与演化分析系统：重建知识如何产生、分化、争议、修正与汇聚。

PRKE: Personal Research Knowledge Evolution - 通用科研知识演化 Agent Skill 与工作流工具链

《诠释的权衡》——为什么历史学永远有争论：历史学中的持久争论，大多不是谁对谁错，而是不同诠释者在同一张价目表上选择了不同的位置。用四把工具（容量级联、C-A-T 三角、时间错配、区分与边界）诊断六场深度争论与三十场快速争论，附可证伪登记簿。 The Interpretation Tradeoff — why historiography never settles: diagnosing the capacity, tradeoff, time, and boundary of interpretation. Text CC BY 4.0; code MIT.

《选择的代价》——完备、可组合与可传递的三维权衡：任何有限复杂度的知识系统都不能同时满格拥有 C、A、T，至多两个；选择哪两个，就在第三个上留下一处可定位的缺口。附四个战场的现实诊断、优雅降级与可证伪登记簿。 The Price of Choice — the impossibility triangle of Completeness, Composability, and Transfer: how complex knowledge systems form, evolve, and renew. Text CC BY 4.0; code MIT.