Excellent work. I tried to reproduce the experimental results, but I noticed that the random data in Table 1 seems to be misaligned, as shown in the figure below. Several papers that cite this work also appear to have used these data directly. I hope you could further verify this issue.
Who is Introducing the Failure? Automatically Attributing Failures of Multi-Agent Systems via Spectrum Analysis
From Flat Logs to Causal Graphs: Hierarchical Failure Attribution for LLM-based Multi-Agent Systems
Excellent work. I tried to reproduce the experimental results, but I noticed that the random data in Table 1 seems to be misaligned, as shown in the figure below. Several papers that cite this work also appear to have used these data directly. I hope you could further verify this issue.
Who is Introducing the Failure? Automatically Attributing Failures of Multi-Agent Systems via Spectrum Analysis
From Flat Logs to Causal Graphs: Hierarchical Failure Attribution for LLM-based Multi-Agent Systems