#trajectory analysis
4 papers match
Leveraging Trajectory Graphs for Pre-Execution Error Diagnosis in Agentic LLM Systems
Xu Zheng, Zhuomin Chen, Chaohao Lin +4
The paper introduces Trajectory Graph Copilot, a framework that builds probabilistic graphs of past agent trajectories and uses a graph neural network to flag potentially erroneous…
Quantifying the complexity of trajectory ensembles with clustering-weighted multivariate multiscale sample entropy
Chenxiao Tian, J/"urgen Hackl
The paper proposes a new measure, clustering-weighted multivariate multiscale sample entropy (CWMMSE), that quantifies both the dynamical complexity of individual trajectories and…
Seabird trajectories map onto a reduced optimal-control bound for dynamic soaring
Louis González, John P. Y. Arnould, Saad Bhamla
The paper derives a reduced optimal‑control bound for dynamic soaring and maps seabird flight trajectories onto this bound to compare their transport efficiency across species.
AgentLens: Production-Assessed Trajectory Reviews for Coding Agent Evaluation
Andrey Podivilov, Vadim Lomshakov, Sergey Savin +4
AgentLens is an open‑source benchmark that evaluates interactive coding agents by reviewing their entire execution trajectory—how they follow instructions, use tools, verify output…