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Paper Citation Record · LEDGER

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon

As of 19 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2608.02991.

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

pith.paper-citation-record.v1
2608.02991 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T04:26:01.496011Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

13 of 13 outbound references displayed

  • verified exact0
  • verified fuzzy4
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 88faf4b3-b4d9-4ed1-9691-1dcb9fb587a4 · outbound

This paper cites Muon is Scalable for LLM Training.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon Muon is Scalable for LLM Training

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-08T04:26:01.448972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:26:01.448972Z digest=sha256:c8f497b1077c0b64f491def4fef6c5c6b5587b12feacff4a02597b5ff35216f7

Observation a3e1097d-b5fd-4774-ae0b-13207d432b91 · outbound

This paper cites DynMuon: A Dynamic Spectral Shaping View of Muon.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon DynMuon: A Dynamic Spectral Shaping View of Muon

Reference 2

Resolution
metadata mismatch
local_arxiv, observed 2026-08-08T04:26:01.913880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:26:01.454191Z digest=sha256:db236857e72b8b3d00604c05a4c87869d509de116618745aa2ed4c49ad282a6d

Observation 41150ff5-ef9b-4f73-8c30-410f7fbdcf49 · outbound

This paper cites Muon is Not That Special: Random or Inverted Spectra Work Just as Well.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon Muon is Not That Special: Random or Inverted Spectra Work Just as Well

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-08T04:26:01.458335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:26:01.458335Z digest=sha256:b8a14249a4b2bf20b10503f744b174781c86b47f338433e8c62cf379453cc950

Observation 98ede1a9-0032-4272-948d-e991b76083fc · outbound

This paper cites arXiv preprint arXiv:2606.13867 (2026) https://doi.org/10.48550/arXiv.2606.13867.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon arXiv preprint arXiv:2606.13867 (2026) https://doi.org/10.48550/arXiv.2606.13867

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-08T04:26:01.462097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:26:01.462097Z digest=sha256:37fb7db954f420370c0f915ffb2dbeebffdb7c9cab1e379e2afa18175250237b

Observation 2fd07769-3bdf-41c3-8108-19c55b51bbd9 · outbound

This paper cites arXiv preprint arXiv:2602.11185 (2026) https://doi.org/10.48550/ arXiv.2602.11185.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon arXiv preprint arXiv:2602.11185 (2026) https://doi.org/10.48550/ arXiv.2602.11185

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-08T04:26:01.466556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:26:01.466556Z digest=sha256:d7e4be739f5efe0ab98ea59a50761066fc3d5ab853e9f5bed1f14432ecd489dc

Observation b6a5e23e-00e7-4bd3-b888-5c54b2d7e3ad · outbound

This paper cites Enhancing LLM Training via Spectral Clipping.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon Enhancing LLM Training via Spectral Clipping

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-08T04:26:01.470387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:26:01.470387Z digest=sha256:b235c9d3c4773fbd268069c4e9425037906fb7a73cc589e96e97edfabbb64624

Observation 6b228407-4413-4419-81a6-491e46cd6c30 · outbound

This paper cites In: Interna- tional Conference on Learning Representations (2015) 17.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon In: Interna- tional Conference on Learning Representations (2015) 17

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:26:01.959202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:26:01.474024Z digest=sha256:1c1ae636ad50bcee43421e4e433e77579c32064ec610a5111266198542c3b540

Observation cc07025b-f382-4791-b9d2-1fecd819a3fe · outbound

This paper cites Hidden Boundary Motion in Transformer Optimization: Function-Space Orthogonalization of Affine Weight and Bias Updates.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon Hidden Boundary Motion in Transformer Optimization: Function-Space Orthogonalization of Affine Weight and Bias Updates

Reference 8

Resolution
metadata mismatch
local_arxiv, observed 2026-08-08T04:26:01.549187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:26:01.477422Z digest=sha256:2898b83d85bd8c22c9e5955a723a42c566c09ca615203820be1a6b9f667610a6

Observation e1f520c1-fc37-4cb6-8b4c-04a5a3c21252 · outbound

This paper cites Information Allocation Dynamics in Neural Network Optimization.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon Information Allocation Dynamics in Neural Network Optimization

Reference 9

Resolution
metadata mismatch
local_arxiv, observed 2026-08-08T04:26:01.533828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:26:01.481502Z digest=sha256:474ddac9b9817b7467c075acbf097613747b97da7ac5846b367576a4008a73e3

Observation e067d91b-4ed3-4c0f-9644-d3ca40fd9df3 · outbound

This paper cites In: Proceedings of the 32nd International Conference on Machine Learning.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon In: Proceedings of the 32nd International Conference on Machine Learning

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:26:01.950001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:26:01.485642Z digest=sha256:aed5c9bcf2812f4a98dd783ea14c44cab05ad1d5ea9664f26e67bfef924fea9a

Observation 62174ce9-ad00-4fba-833e-0b3efdbd58be · outbound

This paper cites In: Proceedings of the 35th International Conference on Machine Learning.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon In: Proceedings of the 35th International Conference on Machine Learning

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:26:01.941063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:26:01.488830Z digest=sha256:c5798e2ee41f5a74db5a4e9faf025a6234b04d2b4ea7dc7526f7b0f00bb2b59f

Observation 75d56ee1-e793-42fa-83ec-4308ccad104d · outbound

This paper cites In: Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, pp.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon In: Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, pp

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T04:26:01.931647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T04:26:01.492583Z digest=sha256:98b7f574e807e693707489c06c87ac97f40b06a1e66ea3173d5ed8453d3856dd

Observation 9a6e3c03-e41a-4c5c-8e9b-53f3e7667c49 · outbound

This paper cites In: Proceedings of the 2019 Conference of the North American Chapter of the Association for Computa- tional Linguistics: Human Language Technologies, pp.

Joint Affine Spectral Shaping: Coupling Weight and Bias Updates Beyond Weight-Only Muon In: Proceedings of the 2019 Conference of the North American Chapter of the Association for Computa- tional Linguistics: Human Language Technologies, pp

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-08T04:26:01.496011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:26:01.496011Z digest=sha256:a4cbc42854e5a81fcc960e37df87df766cdd1a63f3f91320907655298db5c82f

Pith citing papers

No inbound Pith citation observations are available.