IF-MAP ranks which agents to improve in multi-agent systems
Prompt optimization of selected agents gained 3.81 points versus 1.85 for uniform selection across six workflows.
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Stories tagged #influence-functions
From Reweighting to Rewriting: Unlocking the Intervention Effects of Influential Samples in Training Data Attribution
Study shows rewriting responses of influence-selected training examples shifts LLM behavior more strongly than reweighting the same samples.