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// ⌖ Interpretability

Circuits & Induction Heads

Finds circuits implementing algorithms, like induction heads that copy patterns.

电路与归纳头 2022 Advanced core

IN PLAIN WORDS

Two attention heads form an induction head: after A B … A, predict B. They appear abruptly during training, coinciding with in-context learning.

Used in: Mechanistic interpretability research

TIMELINE · prerequisites → this → what builds on it

2017 Transformer &…2020 Logit Lens & …2022 Circuits & Induct…2025 Circuit Traci…

01Original paper

In-context Learning and Induction Heads

Catherine Olsson, Nelson Elhage, Neel Nanda, et al. · 2022

arXiv ↗ ✓ Verified · arXiv API

02Where it sits

Learn the left column first; the right column builds on this one.

Learn first

Circuits & Induction Heads

Then you can learn

Related:Superposition

Transformer & S…Logit Lens & Pr…Circuit Tracing…Superposition Circuits & Inductio…

Left: prerequisites · right: builds on this · dashed: related. Full map →

03Learning resources

Official docs, explainers, courses and reference code. All links checked.

04Where the course teaches it

For AI / data

Data updated: AI algorithms & curriculum(UTC+8)