Vulnerability prioritization is inherently preference dependent, since the same CVE can receive different remediation priority under different operational preference scenarios. Existing scoring systems and ranking methods typically assume a fixed criterion. In practice, organizations already operate under a preference...
Hao-Chen Liu, Zheng-Zhang Chen, Hao-Yu Wang et al.· 0 citations
Multi-agent systems are increasingly deployed for complex knowledge work, yet their orchestration layers remain largely memoryless: each new task is decomposed, assigned, and executed from scratch with no benefit from prior successful executions. We present WorkflowOps, a multi-agent workflow orchestration framework th...
Qi-Lai Cheng, Sheng-Yu Chen, Wei Cheng et al.· 0 citations
OOPMAS is introduced, a training-free framework that generates both the agent set and the coordination workflow at the granularity of individual queries that achieves 89.6% accuracy on a mixed-task benchmark of queries spanning code, math, and QA.
Qi Cheng, Sheng-Yu Chen, Wei Cheng et al.· 0 citations
Large language models (LLMs) increasingly construct multi-agent workflows that decompose a complex task and assign specialist agents from a pool. However, building such a workflow well remains challenging: how finely to divide the task, which agent to trust with each subtask, and when to create a new specialist are all...
Xue-Hang Guo, Hao-Yu Wang, Sheng-Yu Chen et al.· 0 citations
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