Research catalog

The 43 VolvenceZero research candidates imported from docs/moving forward/探索方向.md. Each candidate carries adoptable suggestions that can be turned into plugins + A/B runs.

CodeTitleGroupPriorityR-IDsEvaluationStatusROI
SYS-1基于 CPD (Change Point Detection) 的 $\beta_t$ 涌现切换:用 PE spike + reward shift 无监督检测边界3 actionsSYSP0/SRunnable A/BPROPOSED
SYS-2ModificationGate 引入 VC 容量上限 (Capacity Bound) 双门机制:防过拟合与泛化丧失3 actionsSYSP0/MSpec-levelPROPOSED
SYS-5Latent Action RL 作为控制器强化基线:在冻结 LLM 上挂极小控制器跑 RL3 actionsSYSP0/LSpec-levelPROPOSED