用认知嵌入高效筛选评估子集，大幅降低大模型评测成本，保持预测准确性。
arXiv:2510.26384v2 Announce Type: replace-cross Abstract: The prohibitive cost of evaluating large language models (LLMs) on comprehensive benchmarks …
提出PaAno方法，用补丁表示学习实现高效时间序列异常检测，兼顾性能与计算资源
arXiv:2602.01359v2 Announce Type: replace-cross Abstract: Although recent studies on time-series anomaly detection have increasingly adopted ever-larg…
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…