Paper Citation Record · LEDGER

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence

As of 10 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2505.16694.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.16694 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:00:58.531689Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

42 of 42 outbound references displayed

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verified fuzzy13
unresolved29
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External citation measurements

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Outbound references

Observation 8f655204-9bf4-45ad-8630-d1dcb3d01a6f · outbound

This paper cites write newline.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence write newline

Reference 1

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Observation 52eb3525-58db-4dba-94eb-b18608cfbe98 · outbound

This paper cites Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions

Reference 2

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Observation a84e67ff-8f79-4ca6-84d9-1619f467e6ee · outbound

This paper cites Language Models are Few-Shot Learners.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Language Models are Few-Shot Learners

Reference 3

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Observation 705639cc-4779-47f9-8337-93aed28b3e82 · outbound

This paper cites Data Distributional Properties Drive Emergent In-Context Learning in Transformers.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Data Distributional Properties Drive Emergent In-Context Learning in Transformers

Reference 4

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Observation 2945d5c2-00e0-4e23-932b-fb8b6aba04e8 · outbound

This paper cites Revisiting In-context Learning Inference Circuit in Large Language Models.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Revisiting In-context Learning Inference Circuit in Large Language Models

Reference 5

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Observation ca0e0547-91ee-4238-a000-c40b0245b7fd · outbound

This paper cites Towards Automated Circuit Discovery for Mechanistic Interpretability.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Towards Automated Circuit Discovery for Mechanistic Interpretability

Reference 7

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Observation 8917c6cf-ac6e-4b03-a681-e341eab5d984 · outbound

This paper cites Induction Heads as an Essential Mechanism for Pattern Matching in In-context Learning.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Induction Heads as an Essential Mechanism for Pattern Matching in In-context Learning

Reference 8

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Observation 93ae536d-15cb-4471-8669-346852f892d3 · outbound

This paper cites Why can GPT learn in-context? language models secretly perform gradient descent as meta-optimizers.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Why can GPT learn in-context? language models secretly perform gradient descent as meta-optimizers

Reference 9

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Observation 15d71587-7010-4b3f-b944-cdd5631e3613 · outbound

This paper cites Selective induction heads: How transformers select causal structures in context.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Selective induction heads: How transformers select causal structures in context

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:02.301425Z

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Observation 0ef6c42a-8922-4517-8318-9732110e0b4b · outbound

This paper cites A Survey on In-context Learning.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence A Survey on In-context Learning

Reference 11

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Observation cb4fe705-f573-4554-96f1-d1ddd3cda493 · outbound

This paper cites L., Malach, E., and Goel, S.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence L., Malach, E., and Goel, S

Reference 12

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Observation ce6c9de8-5d4f-4025-b0f5-2041b5122dff · outbound

This paper cites A mathematical framework for transformer circuits.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence A mathematical framework for transformer circuits

Reference 13

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Observation 281333ca-19f9-4fb9-96ff-e46921450e58 · outbound

This paper cites Towards empirical interpretation of internal circuits and properties in grokked transformers on modular polynomials.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Towards empirical interpretation of internal circuits and properties in grokked transformers on modular polynomials

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:01.837419Z

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Observation ce5cf856-58aa-48d0-afff-516409220f85 · outbound

This paper cites Scaling and evaluating sparse autoencoders.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Scaling and evaluating sparse autoencoders

Reference 15

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Observation ec47ed14-feaa-4071-add6-51aab40ed1cd · outbound

This paper cites S., and Valiant, G.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence S., and Valiant, G

Reference 16

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Observation 0114004c-d153-4a7b-a162-980d73ab8c6f · outbound

This paper cites Learning to grok: Emergence of in-context learning and skill composition in modular arithmetic tasks.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Learning to grok: Emergence of in-context learning and skill composition in modular arithmetic tasks

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:01.377493Z

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Observation bf3782c2-815d-45da-802e-4941b4ef928b · outbound

This paper cites In-context learning creates task vectors.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence In-context learning creates task vectors

Reference 18

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Observation 7c988df2-e6db-4891-bb69-7162808f331f · outbound

This paper cites Loss Landscape Degeneracy and Stagewise Development in Transformers.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Loss Landscape Degeneracy and Stagewise Development in Transformers

Reference 19

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Observation a9cb9b30-e207-4bfe-b95d-1a065b78e37e · outbound

This paper cites Meta-learning in neural networks: A survey.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Meta-learning in neural networks: A survey

Reference 20

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This paper cites Transformers Learn Nonlinear Features In Context: Nonconvex Mean-field Dynamics on the Attention Landscape.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Transformers Learn Nonlinear Features In Context: Nonconvex Mean-field Dynamics on the Attention Landscape

Reference 21

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Observation 440fc231-dc7f-413d-98aa-55ccb17809ff · outbound

This paper cites Circuit Component Reuse Across Tasks in Transformer Language Models.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Circuit Component Reuse Across Tasks in Transformer Language Models

Reference 22

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Observation 77ac62a0-77c1-4b6c-b339-1e1523ce4aef · outbound

This paper cites M eta ICL : Learning to learn in context.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence M eta ICL : Learning to learn in context

Reference 23

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Observation cff132be-9f77-4632-8eb7-67bc57226576 · outbound

This paper cites Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?

Reference 24

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Observation b57673f9-2ca0-426f-8ede-537bd49499c0 · outbound

This paper cites Bridging lottery ticket and grokking: Understanding grokking from inner structure of networks.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Bridging lottery ticket and grokking: Understanding grokking from inner structure of networks

Reference 25

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Observation 68974fed-7c73-4568-8117-8fddb67e0563 · outbound

This paper cites Progress measures for grokking via mechanistic interpretability.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Progress measures for grokking via mechanistic interpretability

Reference 26

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Observation c2a8b59d-3932-4f69-9792-058672b8e87d · outbound

This paper cites Zoom in: An introduction to circuits.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Zoom in: An introduction to circuits

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:00.578188Z

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Observation efd691f3-a950-4184-ad90-c6bf65589c3a · outbound

This paper cites In-context Learning and Induction Heads.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence In-context Learning and Induction Heads

Reference 28

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Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence F., Lubana, E

Reference 29

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Observation bfc86808-84e2-40f2-b076-269a032afb60 · outbound

This paper cites Pretraining task diversity and the emergence of non-bayesian in-context learning for regression.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Pretraining task diversity and the emergence of non-bayesian in-context learning for regression

Reference 30

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Observation 74553a8d-a69b-4a59-9478-7be55407f594 · outbound

This paper cites The mechanistic basis of data dependence and abrupt learning in an in-context classification task.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 31

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Observation e5fbccc4-91bf-411d-a5cb-7e29e610988e · outbound

This paper cites Identifying Semantic Induction Heads to Understand In-Context Learning.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Identifying Semantic Induction Heads to Understand In-Context Learning

Reference 32

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Observation c46ed927-6a25-45cf-93e5-fc76ad1e2e31 · outbound

This paper cites The Transient Nature of Emergent In-Context Learning in Transformers.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence The Transient Nature of Emergent In-Context Learning in Transformers

Reference 33

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This paper cites K., Moskovitz, T., Hill, F., Chan, S.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence K., Moskovitz, T., Hill, F., Chan, S

Reference 34

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Observation b3e2482f-266f-4cbf-ae18-413b429d9215 · outbound

This paper cites L., McDougall, C., MacDiarmid, M., Freeman, C.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence L., McDougall, C., MacDiarmid, M., Freeman, C

Reference 35

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Observation a21446f6-8647-4ec0-bb2e-211d8b344e88 · outbound

This paper cites S., Mueller, A., Wallace, B.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence S., Mueller, A., Wallace, B

Reference 36

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Observation c4d4aa2f-a76b-4c86-bd9d-42de3954ad1b · outbound

This paper cites N., Kaiser, L.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence N., Kaiser, L

Reference 37

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Observation 162bbea8-d11c-451a-88b1-d88a5ac77a3c · outbound

This paper cites a., Mordvintsev, A., Zhmoginov, A., and Vladymyrov, M.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence a., Mordvintsev, A., Zhmoginov, A., and Vladymyrov, M

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:00:59.810102Z

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Observation 1bbfec1d-a87b-449d-bc64-7810b77d1f86 · outbound

This paper cites Uncovering mesa-optimization algorithms in Transformers.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Uncovering mesa-optimization algorithms in Transformers

Reference 39

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Observation 3e2c7f5a-3e4c-447f-84e2-551669f66c45 · outbound

This paper cites Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:00:58.165439Z

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Observation fbb31df5-aa36-4404-938a-ba3d1c58aa02 · outbound

This paper cites T., and Ni, L.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence T., and Ni, L

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:00:59.608807Z

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Observation 2c4f9ca6-3367-47fe-9077-d8d477cdfd85 · outbound

This paper cites An Explanation of In-context Learning as Implicit Bayesian Inference.

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence An Explanation of In-context Learning as Implicit Bayesian Inference

Reference 42

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Observation 8c4099b6-95ad-40c4-abb1-bb2eb4038f81 · outbound

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Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence Unresolved cited work

Reference 43

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Pith citing papers

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