1
Geometric Scaling of Bayesian Inference in LLMs
揭秘大模型内部贝叶斯推断的几何结构，从小模型到生产级LLM的规模扩展规律
arXiv:2512.23752v5 Announce Type: replace Abstract: Recent work has shown that small transformers trained in controlled "wind-tunnel'' settings can im…
2
Amortized Energy-Based Bayesian Inference
将摊销思想引入能量基贝叶斯推断，用传输方法一键解决非线性反问题，告别逐次MCMC的昂贵计算。
arXiv:2605.15407v1 Announce Type: cross Abstract: We consider amortized Bayesian inference for nonlinear inverse problems in settings where only sampl…
3
PRIM: Meta-Learned Bayesian Root Cause Analysis
用元学习+贝叶斯推断搞定复杂系统根因分析，无需完整因果图即可高效定位故障。
arXiv:2605.08786v2 Announce Type: replace Abstract: Root cause analysis (RCA) in complex systems is challenging due to error propagation across multip…