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Paper Citation Record · LEDGER

In-Context Linear Regression Demystified: Training Dynamics and Mechanistic Interpretability of Multi-Head Softmax Attention

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2503.12734.

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

pith.paper-citation-record.v1
2503.12734 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T13:42:08.927759Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T19:21:09.004340Z

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 a1fc2764-3e10-4b0f-8f81-e906ccb50c9d · inbound

Training Dynamics of In-Context Learning in Linear Attention cites this paper.

Training Dynamics of In-Context Learning in Linear Attention In-Context Linear Regression Demystified: Training Dynamics and Mechanistic Interpretability of Multi-Head Softmax Attention

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-10T13:42:08.927759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T13:42:08.927759Z digest=sha256:b98ed675b9dc89128a10ff1aeeac4fb51ec7624f53273127e8074d7decfee6fb

Observation 2d831d70-80cd-47ab-9ca2-1cb5da2475a6 · inbound

How Can Mamba Learn In Context with Outliers and Generalize Provably? cites this paper.

How Can Mamba Learn In Context with Outliers and Generalize Provably? In-Context Linear Regression Demystified: Training Dynamics and Mechanistic Interpretability of Multi-Head Softmax Attention

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-04T13:29:30.647029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:29:30.647029Z digest=sha256:a7040274b88b209fa4e423b1bf29c9539f9aa4f08a8156ecd436f2256bf992cd

Observation 42953dd4-4fdb-4374-93e5-35bb9b03e6d7 · inbound

Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration cites this paper.

Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration In-Context Linear Regression Demystified: Training Dynamics and Mechanistic Interpretability of Multi-Head Softmax Attention

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:21:09.007164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-05-08T12:08:48.212651Z digest=sha256:15c1ab614c1d4b1d6fbeb162b441ff6edb94473868b8bf7be304dbd491429f6a