Paper Citation Record · LEDGER

Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 19 inbound Pith citation observations for arXiv:2410.02984.

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

pith.paper-citation-record.v1
2410.02984 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:33:12.129954Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T21:10:09.070496Z

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 bc79648e-9b45-462e-8880-808f654d0a90 · inbound

Interpretability in Parameter Space: Minimizing Mechanistic Description Length with Attribution-based Parameter Decomposition cites this paper.

Interpretability in Parameter Space: Minimizing Mechanistic Description Length with Attribution-based Parameter Decomposition Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-10T14:55:02.266549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07a030f6-b1ee-4477-9bfb-743cd09bc131 · inbound

Structure Development in List-Sorting Transformers cites this paper.

Structure Development in List-Sorting Transformers Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T23:32:04.148129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebf7ce01-8f6e-4fcc-906e-394e9be6a8e3 · inbound

Estimating the Probability of Sampling a Trained Neural Network at Random cites this paper.

Estimating the Probability of Sampling a Trained Neural Network at Random Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T22:32:02.283805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8b64832-1f11-4fd6-bcf3-701c44216dcc · inbound

Modes of Sequence Models and Learning Coefficients cites this paper.

Modes of Sequence Models and Learning Coefficients Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-16T10:33:12.129954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33004008-74e1-4aac-af6d-2d62d86b86e2 · inbound

Stochastic Parameter Decomposition cites this paper.

Stochastic Parameter Decomposition Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T22:48:39.266827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7f5f323-49dc-4ee7-92e7-77e61ff84f6d · inbound

From Global to Local: A Scalable Benchmark for Local Posterior Sampling cites this paper.

From Global to Local: A Scalable Benchmark for Local Posterior Sampling Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T12:50:59.050476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8aa27789-5963-4c15-96fa-27fd2cdc90ca · inbound

Embryology of a Language Model cites this paper.

Embryology of a Language Model Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T10:16:49.978359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81aed736-beff-4e20-b28b-0aea58b30eba · inbound

Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding cites this paper.

Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:21:24.236551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3b4f0e60-d96c-465c-8fc7-13da0cf08f9e · inbound

Specialization of softmax attention heads: insights from the high-dimensional single-location model cites this paper.

Specialization of softmax attention heads: insights from the high-dimensional single-location model Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T19:04:54.409550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d472f3f-4403-43d0-a6a4-db97f15b5885 · inbound

Mechanistic Anomaly Detection via Functional Attribution cites this paper.

Mechanistic Anomaly Detection via Functional Attribution Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:46:10.121385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ea58d5ce-250c-4df5-8f60-c970f3adc259 · inbound

Susceptibilities and Patterning: A Primer on Linear Response in Bayesian Learning cites this paper.

Susceptibilities and Patterning: A Primer on Linear Response in Bayesian Learning Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:55:54.503334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 41a5833a-f301-413c-8ac8-baecf2fb57a5 · inbound

When Are Two Networks the Same? Tensor Similarity for Mechanistic Interpretability cites this paper.

When Are Two Networks the Same? Tensor Similarity for Mechanistic Interpretability Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T03:19:43.657725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e9068c25-6c64-436d-8038-70d0f542fdd0 · inbound

Weight Decay Regimes in Grokking Transformers: Cheap Online Diagnostics cites this paper.

Weight Decay Regimes in Grokking Transformers: Cheap Online Diagnostics Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-21T07:34:02.937838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b49a05dc-f021-4ecd-aec7-f24ff786fae2 · inbound

Dead Directions: Geometric Singular Learning cites this paper.

Dead Directions: Geometric Singular Learning Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-07-02T11:36:55.227766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation def571b0-e0aa-4c99-a909-54116d57e554 · inbound

Algebraic Dead Directions in LayerNorm Transformers: A Forward-Pass-Only Diagnostic at LLM Scale cites this paper.

Algebraic Dead Directions in LayerNorm Transformers: A Forward-Pass-Only Diagnostic at LLM Scale Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:29:15.257929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 566917a8-6911-44d8-9be7-a5b907499fd2 · inbound

Dead-Direction Signatures: A Cheap Spectral Reading of Singular Complexity cites this paper.

Dead-Direction Signatures: A Cheap Spectral Reading of Singular Complexity Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-04T06:19:38.228473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0ffdcc8c-94e7-496c-8a3c-1d23243df397 · inbound

Natural Ungrokking: Asymmetric Control of Which Rules Survive Pretraining cites this paper.

Natural Ungrokking: Asymmetric Control of Which Rules Survive Pretraining Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-07-04T21:10:09.072092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9a7c1848-6b5d-47e4-9d88-c7251d0b2870 · inbound

Measuring Dead Directions: Decomposing and Classifying Singular Structure off Canonical Alignment cites this paper.

Measuring Dead Directions: Decomposing and Classifying Singular Structure off Canonical Alignment Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-02T15:57:06.355684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4a56f6e0-6378-4f6a-bccd-d4bd8e06aab9 · inbound

Emergent Misalignment Recruits a Pre-existing Persona Subspace cites this paper.

Emergent Misalignment Recruits a Pre-existing Persona Subspace Differentiation and Specialization of Attention Heads via the Refined Local Learning Coefficient

Reference 220

Resolution: unresolved; no resolver link, observed 2026-08-01T07:46:23.736421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.