Researcher proposes using attribution graphs to predict circuit activation across prompts

burny_tech · x · 2026-10-27

burnytech sketches an interpretability research idea: using Anthropic's attribution graphs to map commonly used circuits formed via generalization, then compute/predict the probability of those circuits activating across prompt families—and hence predict output behaviors. He notes the approach extends to other interp techniques, neurons, and exact cross-input algorithms like the trigonometric circuit in the grokking modular addition toy model.

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