Pith. sign in

Paper Citation Record · LEDGER

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

As of 9 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 2026-08-09T06:31:02.800959+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:c403d76fff3e3741b73e0f8c7804b6cfa4fdba5b9b6455bc3527ffbfe5021274

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:26:01.454191Z digest=sha256:e0e3b0fe4f57429dd5f2ba6cfb90abeb759762adc72dba1b000dfa5ac1576386

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=sha256:8d6f5077bcc9c716c3dbe638efbf753c9e9e2b69bfa95cf9e3cf8f1912696ab0

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:c18b8b50dd4ff20d88e037cc319f54b26bab8d3acbacf38b78a295123a8cb0a3

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:f1c65de5fd72ed5da1052e2083634bededb1e7ee568f5bae0736b803e7f49dba

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:a9269f2083747409ed7b81ef0baf4230af77bf30d01b0153f61794e41db0bd31

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:26:01.474024Z digest=sha256:47a6ea8a4aded66aa3d6c5008a25d0272e3f8cf13f23e9aa4822286edcac9653

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:26:01.477422Z digest=sha256:1599c4ef45a2fe508ea18d6470ece140c6283addb776b23a0ca64ce216b57772

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:26:01.481502Z digest=sha256:7c93e7dbe98f1778ae9ff186ff239b5963ce0e99ee27d9cfe92279851045bd28

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:26:01.485642Z digest=sha256:2d8516b453fc8683e74d817addc525b07cd96263dde3baf21031b815a301562a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:26:01.488830Z digest=sha256:b0dc3b9f3f2e73da2eff5a3f12a2cfc5a30c107498458cb03efb0f9abc2e37fe

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T04:26:01.492583Z digest=sha256:503ed0b44a51f79c16b592b7b314bde55effd152be362a278a7f6e558a29ce6a

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:e9b25c864ffc625fe51e8c0e07f2e62edf067b3b7aed7be968515dde7d56cc01

Pith citing papers

No inbound Pith citation observations are available.