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Paper Citation Record · LEDGER

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks

As of 20 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2606.00340.

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

pith.paper-citation-record.v1
2606.00340 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z

measured 17 of 17 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 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

17 of 17 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved13
  • parse uncertain1
  • malformed identifier2
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7e8891af-deba-4bfc-baf5-7898fb9b6ef6 · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-06-28T23:12:46.362276Z

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.

source=pdf_text observed=2026-07-11T11:50:26.030339Z digest=sha256:293ee4dfd0b2a93a0caee6552c3e6da620fcd343d33565a1ae76f71b4939a126

Observation ff8932ad-57e2-43c2-9524-1ac25922e95d · outbound

This paper cites an unresolved cited work.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:5dcba62c1bf9149b488914339f3468f444bc445692734755b0f91a6c58ca85bf

Observation 89737936-0ea9-4731-ad59-2faeec2d59bd · outbound

This paper cites We have B0 1 = B0 1 F = q tr(B 0 1 ⊤B0.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks We have B0 1 = B0 1 F = q tr(B 0 1 ⊤B0

Reference 3

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:a34540bc2b2ee64b3ba299eace40a48faa5fb37eab7ce03a919b55cd504bba2e

Observation f3b4cd13-bf19-4467-89c1-48235fed66fc · outbound

This paper cites an unresolved cited work.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:4c73743ba160c6082e38bd6eb50fd3f26e883d091731dfcdccbd890e936e9420

Observation a820afe4-d530-4fb9-8e15-81d761b489d1 · outbound

This paper cites Thus, we get that G0 1 −A 0 1 ≤ 1√ h−1 G0 1 , G0 2 −A 0 2 ≤ 1√ h−1 G0 2.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Thus, we get that G0 1 −A 0 1 ≤ 1√ h−1 G0 1 , G0 2 −A 0 2 ≤ 1√ h−1 G0 2

Reference 5

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:7e39953d907b103dd7aaf46b2cbca47ea6fd4dee6c048db9e79328e3207b6d09

Observation 5661474e-988a-47fe-8dca-21c839ec78b7 · outbound

This paper cites an unresolved cited work.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:d67ad043082dd17e20f0df0b7b04f6ab8580a80ed87838d7fa90427749dd883a

Observation 3cd8d4e4-e6eb-4447-88e7-476dbe6dad8d · outbound

This paper cites an unresolved cited work.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:2b1890bd7c3df136bbf96045467c324ca138ebc8d04d5f03cc061ec11d662cef

Observation 147f80d7-aaf1-40f4-ad7c-36d1e61333de · outbound

This paper cites an unresolved cited work.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:fc4f72635c8d9df44a72f10f563720a452c2d47b4520ac300f498847f33a105c

Observation 8b084bef-2f4d-4a24-85a5-7d9c65c6f9e1 · outbound

This paper cites Thus, we get that G0 1 −A 0 1 ≤ 1√ h−1 G0 1 , G0 2 −A 0 2 ≤ 1√ h−1 G0 2.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Thus, we get that G0 1 −A 0 1 ≤ 1√ h−1 G0 1 , G0 2 −A 0 2 ≤ 1√ h−1 G0 2

Reference 9

Resolution
malformed identifier
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:6856b706948b385e93bb731bf0e187cbfa1558044924c189e1bf4b6cb592ef11

Observation a054caff-314c-4a33-9e9f-6d6958e51ddb · outbound

This paper cites 1 h W 1 1 W 1 2 −M ⊤ ˜x⊤ 0 ˜x0 1 h W 1 1 W 1 2 −M #! =tr EW 0 1 ,W 0 2 ,ξ, ˜x0,X.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks 1 h W 1 1 W 1 2 −M ⊤ ˜x⊤ 0 ˜x0 1 h W 1 1 W 1 2 −M #! =tr EW 0 1 ,W 0 2 ,ξ, ˜x0,X

Reference 10

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:a5f4c2db80781e02b68e0f138d87d81c08e0dafbd309e11ffbfc414ecbbb05e3

Observation eb3adf63-e769-4646-986f-563de304716c · outbound

This paper cites an unresolved cited work.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:715a349e221821aaaa030bd596f192e86ad97573d23cbcd8339f8c8786ffd29b

Observation 86e12ed9-e35f-4cf7-bea7-874ae10dee40 · outbound

This paper cites an unresolved cited work.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:10a7d810edaa2edbda31d834730824c49f8d051b4bb64569151ac007037fa3d8

Observation 4b6cc828-0838-4808-883f-b69a4f6bdda4 · outbound

This paper cites an unresolved cited work.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:313a386f2bf436d6ac83740d236390cef03627b3f4ef810473e75d83f79ea001

Observation bc77ad06-d0d0-442c-b288-4a346a18d2e2 · outbound

This paper cites an unresolved cited work.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Unresolved cited work

Reference 14

Resolution
parse uncertain
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:bdbad6e99d7d4f73838c7a0b7d0a02ddec28ca2580e1ecf4203e77175cdfbf09

Observation 3b99c05f-cbdb-4eaa-8639-09b97a102ba9 · outbound

This paper cites 1√ h W 1 1 W 1 2 a−β ∗ ⊤ ˜x⊤ 0 ˜x0 1√ h W 1 1 W 1 2 a−β ∗ # =tr EW 0 1 ,W 0 2 ,a,ξ, ˜x0,X.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks 1√ h W 1 1 W 1 2 a−β ∗ ⊤ ˜x⊤ 0 ˜x0 1√ h W 1 1 W 1 2 a−β ∗ # =tr EW 0 1 ,W 0 2 ,a,ξ, ˜x0,X

Reference 15

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:0bb63063f5fb87e6bf5836bfc02d72d6796215f461076c4b691c40c332dde7ca

Observation b6274469-c609-4974-ae33-fe4b79e0e092 · outbound

This paper cites an unresolved cited work.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:4975bae74a17af56182baece33b96e8f1c49a75de01f22f92397c85a0176a610

Observation 50908399-bfef-40ec-ba2d-e617b4f23b44 · outbound

This paper cites 1 h W 1 1 W 1 2 −M ⊤ ˜x⊤ 0 ˜x0 1 h W 1 1 W 1 2 −M #! =tr EW 0 1 ,W 0 2 ,ξ, ˜x0,X.

Balancing Learning Rates Across Layers: Exact Two-Step Dynamics and Optimal Scaling in Linear Neural Networks 1 h W 1 1 W 1 2 −M ⊤ ˜x⊤ 0 ˜x0 1 h W 1 1 W 1 2 −M #! =tr EW 0 1 ,W 0 2 ,ξ, ˜x0,X

Reference 17

Resolution
malformed identifier
no resolver link, observed 2026-06-28T23:06:06.894036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T23:06:06.894036Z digest=sha256:144ec43842567e5e8e2315e7b0e32c8c5fffef136b2f22571e3fe713b461d274

Pith citing papers

No inbound Pith citation observations are available.