大模型交易代理会“预判”崩盘？研究发现失败前有独特信号模式，如规划嵌入漂移和有效秩收缩。
arXiv:2605.28850v1 Announce Type: new Abstract: We study behavioral alignment and representation dynamics of large language model (LLM) agents in fina…
提出贝叶斯联合模型融合多传感器与故障事件数据，实现对多模式故障的精准预测。
arXiv:2506.17036v2 Announce Type: replace-cross Abstract: Modern industrial systems are often subject to multiple failure modes, and their conditions …
提出基于特征驱动框架的软件故障预测方法，为提升软件质量提供新思路
arXiv:2605.17611v1 Announce Type: cross Abstract: Software fault prediction (SFP) is a critical task in software engineering, enabling early identific…
多智能体系统一旦出现关键错误就会级联溃败。AgentForesight将故障诊断从事后归因推入在线审计——在轨迹执行中实时识别首个决定性错误，7B模型超越基线，为复杂Agent系统提供宝贵的安全护栏。
arXiv:2605.08715v2 Announce Type: replace-cross Abstract: LLM-based multi-agent systems are increasingly deployed on long-horizon tasks, but a single …