Pith. sign in

Paper Citation Record · LEDGER

The mechanistic basis of data dependence and abrupt learning in an in-context classification task

As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2312.03002.

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

pith.paper-citation-record.v1
2312.03002 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:53:43.232684Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-11T01:27:45.524213Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 1f29a108-39a9-4158-bf43-1eae5bce2a7d · inbound

Differential learning kinetics govern the transition from memorization to generalization during in-context learning cites this paper.

Differential learning kinetics govern the transition from memorization to generalization during in-context learning The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T10:58:18.296120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:58:18.296120Z digest=sha256:aa374b95308be7db853a9de12f758666af06298bc3bdcc3b312716f7910ab095

Observation d78742a6-2dc1-48e5-9e8d-bc1d67309910 · inbound

In-Context Learning can distort the relationship between sequence likelihoods and biological fitness cites this paper.

In-Context Learning can distort the relationship between sequence likelihoods and biological fitness The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-16T10:53:43.232684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:53:43.232684Z digest=sha256:5edb91352c1165f47a8c716e8272895c614601bef3d4b1f84795a4a36bd379ec

Observation b6dd0392-3d03-45d5-8612-0693fd2f09e9 · inbound

ICL CIPHERS: Quantifying "Learning" in In-Context Learning via Substitution Ciphers cites this paper.

ICL CIPHERS: Quantifying "Learning" in In-Context Learning via Substitution Ciphers The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-16T05:58:33.937586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T05:58:33.937586Z digest=sha256:a13e8132544d3c67690d50257e74036860ed7b51547dd11da884257fa930c0ec

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

Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence cites this paper.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T15:00:57.154055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:00:57.154055Z digest=sha256:df6dbdd2d99d0d6599a6cb7d3acf5e8dc5b2e745b60f0d92d8137c177f87f300

Observation 950eddb8-c341-4a38-8a4e-0a214ddec4b5 · inbound

Who Reasons in the Large Language Models? cites this paper.

Who Reasons in the Large Language Models? The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T13:47:28.549745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:47:28.549745Z digest=sha256:7b66395dc34dee3554ae59913db1d92bcf2fc287dafd251cc00a0f234892a5a2

Observation fd97d6c3-e88d-41fb-8122-263cd356424c · inbound

Relational reasoning and inductive bias in transformers and large language models cites this paper.

Relational reasoning and inductive bias in transformers and large language models The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 17

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T11:32:17.071864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-19T11:31:37.942517Z digest=sha256:2d0474535ba06be2b8368174dcc1f549d5eed7d807d3cf0909e734b4b47f65d4

Observation 41032f72-86a6-44bb-9214-b60869aa0f74 · inbound

In-Context Learning Strategies Emerge Rationally cites this paper.

In-Context Learning Strategies Emerge Rationally The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T19:07:53.539091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:07:53.539091Z digest=sha256:e6ac42e0273ac310d9f8755f4a4133396b0f52aa2d21c3ae0ee27d1680edc20f

Observation 60dab4f0-b43d-432a-b94d-dadf7b313ac2 · inbound

To See the Unseen: on the Generalization Ability of Transformers in Symbolic Reasoning cites this paper.

To See the Unseen: on the Generalization Ability of Transformers in Symbolic Reasoning The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-09T22:49:15.810715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-09T22:18:14.788882Z digest=sha256:be1754dda3c1b860165ef0c648be3f792a2044d9a1cc3ad72b69f769443f4d7b

Observation 4ea63328-88c6-4a23-a571-9677ebeba11c · inbound

There Will Be a Scientific Theory of Deep Learning cites this paper.

There Will Be a Scientific Theory of Deep Learning The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 163

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:21:08.732354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-09T20:11:17.616190Z digest=sha256:ae6ae96c06da9ba341af4e9fd2e4a9bb8ac7488ff3f81cd4be8e7a9bcae4c800

Observation d9255b49-9c09-464c-8eb1-1845e4423cdf · inbound

Mechanisms of Misgeneralization in Physical Sequence Modeling cites this paper.

Mechanisms of Misgeneralization in Physical Sequence Modeling The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 68

Resolution
verified exact
arxiv_id, observed 2026-05-21T07:44:48.762477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-05-21T07:44:37.810511Z digest=sha256:c8528b7de5ef80c1203f86e855529334a7d138ed13993066272e3d94b99f6411

Observation d9e7d6e7-e264-4e30-a8af-20828e10557e · inbound

Privacy Vulnerabilities of Attention Layers in Tabular Foundation Models and Protection of High-Risk Queries cites this paper.

Privacy Vulnerabilities of Attention Layers in Tabular Foundation Models and Protection of High-Risk Queries The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-07-04T20:50:11.151263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-06-25T19:36:48.784638Z digest=sha256:9adaa6b96543df8afa00ac610d8de3bf6c557790ec9b46aaa020cf14fa2ebb96

Observation c88facb0-4d79-4405-a8e2-4d14f676780b · inbound

Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention cites this paper.

Fingerprint, Not Blueprint: How Positional Schemes Set the Default Spectral Algebra of Attention The mechanistic basis of data dependence and abrupt learning in an in-context classification task

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-07-11T01:27:45.554497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-07-11T01:22:42.362833Z digest=sha256:a8d5cb947056f333570f4224aca251189235030d1947137cb3dc5a01b18f0ec1