Paper Citation Record · LEDGER

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer

As of 21 August 2026, this Paper Citation Record lists 11 of 11 outbound references and 1 inbound Pith citation observation for arXiv:2602.10545.

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

pith.paper-citation-record.v1
2602.10545 v2

Coverage vector

measured 11 of 11 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T01:08:34.530958Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-14T20:00:47.126736Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-14T20:02:52.987075Z

Reference resolution

11 of 11 outbound references displayed

verified exact0
verified fuzzy0
unresolved10
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 71d2d4af-1f69-4959-bbcc-4016652b697d · outbound

This paper cites an unresolved cited work.

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T01:08:33.051809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a29d523-b18a-42ff-b06e-d5c3144d19d0 · outbound

This paper cites Widening operation.

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer Widening operation

Reference 2

Resolution: malformed identifier; no resolver link, observed 2026-08-03T01:08:33.193944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d347373-962d-4232-9e64-a033d539ee9f · outbound

This paper cites We modifyMuAdamto implement this scaling as in Table 2.

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer We modifyMuAdamto implement this scaling as in Table 2

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T01:08:33.707214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 461999f1-a3a1-4c68-ab0e-8a3da7c9360a · outbound

This paper cites (2022) claims to document the scalings used in theµP implementation, but it specifies only the entries forA, B, C.

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer (2022) claims to document the scalings used in theµP implementation, but it specifies only the entries forA, B, C

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T01:08:33.361331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2b4e732-5a48-40a6-8222-59ca1b2d4304 · outbound

This paper cites Consequently, it implements only the˜D scaling and not D.

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer Consequently, it implements only the˜D scaling and not D

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T01:08:33.540523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2204ac1-435e-4000-bbbd-a60bfd84c06a · outbound

This paper cites Widening operation.

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer Widening operation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T01:08:33.808267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b64ee6d9-566d-49e4-8647-9fe7aa7f0226 · outbound

This paper cites Every entry of eachW∈ W1 is sampled i.i.d.

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer Every entry of eachW∈ W1 is sampled i.i.d

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T01:08:33.943702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a961123-6d15-4bf7-a3f4-134d67780bfd · outbound

This paper cites Every entry of eachx∈x 0,1 is sampled i.i.d.

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer Every entry of eachx∈x 0,1 is sampled i.i.d

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T01:08:34.187332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdf03953-8243-4ff4-a41a-461f540011c8 · outbound

This paper cites an unresolved cited work.

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T01:08:34.392974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d31a4ea1-cdcd-47ed-9d23-f6a31f3440a5 · outbound

This paper cites ∂|x⟩ ∂|W ⊤yˆ # ifW∈ W1, k P y∈x P j∈[k] |y⟩j 1k E.

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer ∂|x⟩ ∂|W ⊤yˆ # ifW∈ W1, k P y∈x P j∈[k] |y⟩j 1k E

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T01:08:34.530958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efc5db7f-0147-4278-a1cc-1e05fe6f1125 · outbound

This paper cites any-dimensional neural networks:.

$\mu$pscaling small models: Principled warm starts and hyperparameter transfer any-dimensional neural networks:

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T01:08:32.915009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d10de383-9733-4bf1-a916-3e68e1d5bdd6 · inbound

When is Warmstarting Effective for Scaling Language Models? cites this paper.

When is Warmstarting Effective for Scaling Language Models? $\mu$pscaling small models: Principled warm starts and hyperparameter transfer

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-07-03T02:16:49.045063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.