Paper Citation Record · LEDGER

Muon Does Not Converge on Convex Lipschitz Functions

As of 3 August 2026, this Paper Citation Record lists 100 of 109 outbound references and 4 inbound Pith citation observations for arXiv:2605.08980.

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

pith.paper-citation-record.v1
2605.08980 v1

Coverage vector

measured 100 of 109 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T02:22:01.364777Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T17:32:35.195882Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-01T14:55:48.677017Z

Reference resolution

100 of 109 outbound references displayed

verified exact14
verified fuzzy69
unresolved11
parse uncertain1
malformed identifier0
metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b036fb04-1b39-42e2-a286-6c353868b721 · outbound

This paper cites and Combettes, Patrick L.

Muon Does Not Converge on Convex Lipschitz Functions and Combettes, Patrick L

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.555628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 9e9ae6bb-dc04-4155-8c3d-eb4992e5d9a3 · outbound

This paper cites 2025 , journal =.

Muon Does Not Converge on Convex Lipschitz Functions 2025 , journal =

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.551853Z

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Observation 3071f5ee-53de-4d67-b0d4-c38abc97ea94 · outbound

This paper cites Error feedback for.

Muon Does Not Converge on Convex Lipschitz Functions Error feedback for

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.572911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation cb326f08-6fbd-4d9e-bded-2b416c8f0ecb · outbound

This paper cites 2015 , series =.

Muon Does Not Converge on Convex Lipschitz Functions 2015 , series =

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.583677Z

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Observation f8c74582-7e3d-4e8a-bb71-b7e1320045fb · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-12T23:01:58.560217Z

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No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 8d919441-c28a-4f2d-bd1c-0c22e7758d90 · outbound

This paper cites and van Loan, Charles F.

Muon Does Not Converge on Convex Lipschitz Functions and van Loan, Charles F

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.567167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 2d2cf18c-fbff-4d90-b1b4-c9addb787779 · outbound

This paper cites 2024 , journal =.

Muon Does Not Converge on Convex Lipschitz Functions 2024 , journal =

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.589786Z

Source-reported events for the cited work

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Observation d26b7311-f9ed-44fa-9c76-2fe817eb37d0 · outbound

This paper cites 2016 , journal =.

Muon Does Not Converge on Convex Lipschitz Functions 2016 , journal =

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.548330Z

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Observation ed802b0f-3691-46dd-9eeb-be2f4bc2a5b9 · outbound

This paper cites and Yudin, David B.

Muon Does Not Converge on Convex Lipschitz Functions and Yudin, David B

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.586756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 1617651d-e9ac-4b95-99e0-ce78bd5eb9a5 · outbound

This paper cites Dissecting.

Muon Does Not Converge on Convex Lipschitz Functions Dissecting

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.599264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5e168cb1-7ee0-449c-8448-e887ef3eeb5c · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year =.

Muon Does Not Converge on Convex Lipschitz Functions Advances in Neural Information Processing Systems (NeurIPS) , year =

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.576441Z

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No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation fd568ff3-bedd-407d-93c2-61f91fbbb3d2 · outbound

This paper cites Error feedback fixes.

Muon Does Not Converge on Convex Lipschitz Functions Error feedback fixes

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.563932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 2213e8bd-a71f-4597-99c0-9441b9975bd4 · outbound

This paper cites Gower , booktitle =.

Muon Does Not Converge on Convex Lipschitz Functions Gower , booktitle =

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.596384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation a51545e1-4d4e-4bdb-b4d7-84bfe90b8612 · outbound

This paper cites Lowe and Felix Dangel and Runa Eschenhagen and Zikun Xu and Roger B.

Muon Does Not Converge on Convex Lipschitz Functions Lowe and Felix Dangel and Runa Eschenhagen and Zikun Xu and Roger B

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.580361Z

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No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 347441be-e20f-4b03-81ec-a4bbfc1ced11 · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-12T23:01:58.544743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f821e712-33c8-4994-b29d-9e1d84798b4d · outbound

This paper cites A Unified Approach to Adaptive Regularization in Online and Stochastic Optimization.

Muon Does Not Converge on Convex Lipschitz Functions A Unified Approach to Adaptive Regularization in Online and Stochastic Optimization

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:41:39.427068Z

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No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f459a257-21b7-4b04-8582-4ef886f25ecc · outbound

This paper cites Forty-second International Conference on Machine Learning , year =.

Muon Does Not Converge on Convex Lipschitz Functions Forty-second International Conference on Machine Learning , year =

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.537476Z

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No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6288b1ea-18f6-444f-b9d7-59860b414864 · outbound

This paper cites 2004 , publisher =.

Muon Does Not Converge on Convex Lipschitz Functions 2004 , publisher =

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.593379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5a327397-d847-4682-b120-d057b8b5e80f · outbound

This paper cites Proceedings of the 30th International Conference on Machine Learning , year =.

Muon Does Not Converge on Convex Lipschitz Functions Proceedings of the 30th International Conference on Machine Learning , year =

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.541246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 2160a81a-7ed5-463f-a146-ad93226c8561 · outbound

This paper cites Optimizing neural networks with.

Muon Does Not Converge on Convex Lipschitz Functions Optimizing neural networks with

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.506024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation baf85a2a-1bc3-4a96-9f15-df6c472ff81f · outbound

This paper cites and Johnson, Charles R.

Muon Does Not Converge on Convex Lipschitz Functions and Johnson, Charles R

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.522331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation c7d3e7d2-33e2-4dc3-b711-84d40b4faf14 · outbound

This paper cites title =.

Muon Does Not Converge on Convex Lipschitz Functions title =

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.442603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6032303c-3c89-436f-a6da-18769ab9dd48 · outbound

This paper cites title =.

Muon Does Not Converge on Convex Lipschitz Functions title =

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.132331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 55080270-7cae-4c94-a54d-5d1ae6f05d64 · outbound

This paper cites and Mahony, Robert and Sepulchre, Rodolphe , title =.

Muon Does Not Converge on Convex Lipschitz Functions and Mahony, Robert and Sepulchre, Rodolphe , title =

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.145818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation fccee349-e0a4-46a5-ac2b-cfaab8eaa27b · outbound

This paper cites Proceedings of the 36th International Conference on Machine Learning , pages =.

Muon Does Not Converge on Convex Lipschitz Functions Proceedings of the 36th International Conference on Machine Learning , pages =

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.436702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5d67ec84-00d0-4f91-b2f1-c317d4798caf · outbound

This paper cites 2018 , volume =.

Muon Does Not Converge on Convex Lipschitz Functions 2018 , volume =

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.449923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 965ed2ad-0e70-4039-88d6-2be099326f57 · outbound

This paper cites and Cordonnier, Jean-Baptiste and Jaggi, Martin , year =.

Muon Does Not Converge on Convex Lipschitz Functions and Cordonnier, Jean-Baptiste and Jaggi, Martin , year =

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.468470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation a41fd5af-2855-4367-9fd9-0727b488bc5e · outbound

This paper cites Interspeech , author =.

Muon Does Not Converge on Convex Lipschitz Functions Interspeech , author =

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.202383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 7b4559a2-a5c7-45d3-b114-f15df9176b05 · outbound

This paper cites Proceedings of the 42nd International Conference on Machine Learning , pages =.

Muon Does Not Converge on Convex Lipschitz Functions Proceedings of the 42nd International Conference on Machine Learning , pages =

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.417829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation bbe5cca7-ca2b-4a7f-930d-129250b937cf · outbound

This paper cites 2010 , journal =.

Muon Does Not Converge on Convex Lipschitz Functions 2010 , journal =

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.425055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f8b4397c-369e-4665-a05a-3ab303dfa1a1 · outbound

This paper cites title =.

Muon Does Not Converge on Convex Lipschitz Functions title =

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.407114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f05fddfb-f5f2-4454-9897-4e0762c6e5ed · outbound

This paper cites Reddi and Satyen Kale and Sanjiv Kumar , booktitle =.

Muon Does Not Converge on Convex Lipschitz Functions Reddi and Satyen Kale and Sanjiv Kumar , booktitle =

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.400612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b2aebeb8-7751-4cca-8554-4b4b54ba2167 · outbound

This paper cites Stochastic Polyak Stepsize with a Moving Target.

Muon Does Not Converge on Convex Lipschitz Functions Stochastic Polyak Stepsize with a Moving Target

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:41:40.858376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 77ba1234-65b1-4e9d-b09a-2e34c8e97d51 · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-05-12T23:01:58.411441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation aab9c715-324b-4118-ae78-4385497bf906 · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-05-12T23:01:58.431514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation c5654c32-49c2-4038-bc09-59c9c297e02f · outbound

This paper cites Stochastic.

Muon Does Not Converge on Convex Lipschitz Functions Stochastic

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.461063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 2ba91598-29a9-436f-abc6-d0cc21635bdf · outbound

This paper cites 2009 , publisher =.

Muon Does Not Converge on Convex Lipschitz Functions 2009 , publisher =

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.141154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b0af91e6-6558-468d-8869-df8ca4ea2a77 · outbound

This paper cites SGD for Structured Nonconvex Functions: Learning Rates, Minibatching and Interpolation.

Muon Does Not Converge on Convex Lipschitz Functions SGD for Structured Nonconvex Functions: Learning Rates, Minibatching and Interpolation

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:41:38.946398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 26f99f6c-0b0a-420f-89e1-d97304d81f7b · outbound

This paper cites Proceedings of the 37th International Conference on Machine Learning , pages =.

Muon Does Not Converge on Convex Lipschitz Functions Proceedings of the 37th International Conference on Machine Learning , pages =

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.136888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 4e0f9e2a-9899-469a-ae90-c54406d8386f · outbound

This paper cites Cutting Some Slack for SGD with Adaptive Polyak Stepsizes.

Muon Does Not Converge on Convex Lipschitz Functions Cutting Some Slack for SGD with Adaptive Polyak Stepsizes

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:41:40.392343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 73874af6-8e55-4e6b-a83b-ffe5d511fc53 · outbound

This paper cites Proceedings of the 32nd International Conference on Machine Learning , pages =.

Muon Does Not Converge on Convex Lipschitz Functions Proceedings of the 32nd International Conference on Machine Learning , pages =

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.370568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 43d5f99d-da7a-4c17-b0a0-4f1c14db820b · outbound

This paper cites Gower , title =.

Muon Does Not Converge on Convex Lipschitz Functions Gower , title =

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.382369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation de6970b1-cc42-49cf-9d68-655cc2879369 · outbound

This paper cites Proceedings of The Eleventh Asian Conference on Machine Learning , pages =.

Muon Does Not Converge on Convex Lipschitz Functions Proceedings of The Eleventh Asian Conference on Machine Learning , pages =

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.365446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 75ba60cb-e35f-4e56-b599-f5679ebe592b · outbound

This paper cites 2024 , journal =.

Muon Does Not Converge on Convex Lipschitz Functions 2024 , journal =

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.155572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0c75b1d6-b680-493e-a7c3-8db89b406a4d · outbound

This paper cites Modular Duality in Deep Learning.

Muon Does Not Converge on Convex Lipschitz Functions Modular Duality in Deep Learning

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:41:39.538565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b5f77cac-39df-4216-beaf-cb2a1ff993c3 · outbound

This paper cites 2024 , howpublished =.

Muon Does Not Converge on Convex Lipschitz Functions 2024 , howpublished =

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.150671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation d6544d22-a053-49be-9360-f512d6464e24 · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 47

Resolution: parse uncertain; raw_fallback, observed 2026-05-12T23:01:58.355723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0925069d-efd9-46dd-a2e1-82e07c0a8e50 · outbound

This paper cites Training deep learning models with norm-constrained.

Muon Does Not Converge on Convex Lipschitz Functions Training deep learning models with norm-constrained

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.361018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 23361fe4-6c2e-4a24-a5fa-79aed329e078 · outbound

This paper cites and Ba, Jimmy , booktitle =.

Muon Does Not Converge on Convex Lipschitz Functions and Ba, Jimmy , booktitle =

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.375756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 799a3698-0a4f-4c34-9b4f-bb622baa33d7 · outbound

This paper cites Gower , booktitle =.

Muon Does Not Converge on Convex Lipschitz Functions Gower , booktitle =

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.346226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0e4be706-b7e2-43ec-8f47-ca9af4e9fc1c · outbound

This paper cites Stochastic spectral descent for restricted.

Muon Does Not Converge on Convex Lipschitz Functions Stochastic spectral descent for restricted

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.167968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 960b2f76-f58a-4269-bf1b-a33ce989c727 · outbound

This paper cites The road less scheduled , volume =.

Muon Does Not Converge on Convex Lipschitz Functions The road less scheduled , volume =

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.337071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 639f30be-0d83-44fd-85cc-11ccb2dd8ef8 · outbound

This paper cites and Collins, Edo and Hsieh, Ya-Ping and Carin, Lawrence and Cevher, Volkan , booktitle =.

Muon Does Not Converge on Convex Lipschitz Functions and Collins, Edo and Hsieh, Ya-Ping and Carin, Lawrence and Cevher, Volkan , booktitle =

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.342100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 4ca22fa9-82b9-4ce1-a07a-c3709a1ef60b · outbound

This paper cites Generalized gradient norm clipping & non-.

Muon Does Not Converge on Convex Lipschitz Functions Generalized gradient norm clipping & non-

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.161643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 9da3ee5c-535f-4dfc-8835-a098d74110b9 · outbound

This paper cites 2025 , howpublished =.

Muon Does Not Converge on Convex Lipschitz Functions 2025 , howpublished =

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.326443Z

Source-reported events for the cited work

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Observation 71893a28-5204-42a5-8ca6-21c4f99682e6 · outbound

This paper cites When do spectral gradient updates help in deep learning?arXiv preprint arXiv:2512.04299.

Muon Does Not Converge on Convex Lipschitz Functions When do spectral gradient updates help in deep learning?arXiv preprint arXiv:2512.04299

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:41:40.616477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b4f30f25-770c-435d-aec7-a59c57847c7a · outbound

This paper cites An exploration of non-euclidean gradient descent: Muon and its many variants.arXiv preprint arXiv:2510.09827.

Muon Does Not Converge on Convex Lipschitz Functions An exploration of non-euclidean gradient descent: Muon and its many variants.arXiv preprint arXiv:2510.09827

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:41:40.671384Z

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Observation cc4294bf-ce27-415e-85d5-41ebb7d5fba9 · outbound

This paper cites J.

Muon Does Not Converge on Convex Lipschitz Functions J

Reference 58

Resolution: verified exact; doi, observed 2026-05-12T02:26:16.554842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation dffff5d9-9d7b-46c9-9c7e-4e9397f9d630 · outbound

This paper cites 2025 , howpublished =.

Muon Does Not Converge on Convex Lipschitz Functions 2025 , howpublished =

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.184757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ea096645-0973-4b26-8f36-2cef8a8f3137 · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-05-12T23:01:58.197419Z

Source-reported events for the cited work

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Observation cbba2ed1-e116-4f9b-9c6e-a596b874c74e · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-05-12T23:01:58.321251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f0129ac9-df05-46cb-8fce-5e172cae618b · outbound

This paper cites and McAuliffe, Jon , booktitle =.

Muon Does Not Converge on Convex Lipschitz Functions and McAuliffe, Jon , booktitle =

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.332892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 033f8e4d-a499-4f32-a0a0-582052c58e56 · outbound

This paper cites Automatic Gradient Descent: Deep Learning without Hyperparameters.

Muon Does Not Converge on Convex Lipschitz Functions Automatic Gradient Descent: Deep Learning without Hyperparameters

Reference 63

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:41:38.809367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ce098a55-0c14-42ae-921d-5193a9dfac54 · outbound

This paper cites Understanding gradient orthogonalization for deep learning via.

Muon Does Not Converge on Convex Lipschitz Functions Understanding gradient orthogonalization for deep learning via

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.351266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5c421ae5-ff7e-480c-94b8-456b3366c54c · outbound

This paper cites Implicit bias of spectral descent and.

Muon Does Not Converge on Convex Lipschitz Functions Implicit bias of spectral descent and

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.394501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation bd74421f-dc79-4858-a15b-3293bbe22cd3 · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-05-12T23:01:58.456728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation a8e189bb-aac4-4481-aca5-4395254476e6 · outbound

This paper cites and Hestness, Joel and Dey, Nolan , title =.

Muon Does Not Converge on Convex Lipschitz Functions and Hestness, Joel and Dey, Nolan , title =

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.498877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b53eda7a-5365-4cf3-8664-517238e6a536 · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-05-12T23:01:58.533401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation aef66e5c-0571-458b-a763-1f1b042ad307 · outbound

This paper cites 2025 , publisher =.

Muon Does Not Converge on Convex Lipschitz Functions 2025 , publisher =

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.312833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 9f5bef76-2600-4c38-9e30-2196aea8beea · outbound

This paper cites Gower , booktitle =.

Muon Does Not Converge on Convex Lipschitz Functions Gower , booktitle =

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.479728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0c97e401-47e0-4c92-985d-8c091d0f553e · outbound

This paper cites The Thirteenth International Conference on Learning Representations , year =.

Muon Does Not Converge on Convex Lipschitz Functions The Thirteenth International Conference on Learning Representations , year =

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.285106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 420d29a2-3898-4db6-a04b-08ddfddd3cda · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Muon Does Not Converge on Convex Lipschitz Functions Advances in Neural Information Processing Systems , volume =

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.280658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 807a24bc-d5f9-4326-8649-72864f935609 · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-05-12T23:01:58.292303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b005fa9a-ac6b-4204-a4a6-df2099337020 · outbound

This paper cites 2009 , publisher =.

Muon Does Not Converge on Convex Lipschitz Functions 2009 , publisher =

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.308028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 08debc3e-79f9-43ac-8ff8-294db62315f7 · outbound

This paper cites 2025 , journal =.

Muon Does Not Converge on Convex Lipschitz Functions 2025 , journal =

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.483239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation d63bb2cc-3d78-47ea-bd99-ff80aa986e30 · outbound

This paper cites Visualizing the loss landscape of neural nets , volume =.

Muon Does Not Converge on Convex Lipschitz Functions Visualizing the loss landscape of neural nets , volume =

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.486997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6300969f-bc84-43dc-bbb2-c9fbc6124fb2 · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

Muon Does Not Converge on Convex Lipschitz Functions Advances in Neural Information Processing Systems , volume =

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.262058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation d7fbc44f-fb66-4d16-82ad-34d032ac602e · outbound

This paper cites International Conference on Machine Learning , pages =.

Muon Does Not Converge on Convex Lipschitz Functions International Conference on Machine Learning , pages =

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.514429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation cc74721b-d33d-479e-874e-cf7bd8a35683 · outbound

This paper cites arXiv preprint arXiv:2203.15945 , year =.

Muon Does Not Converge on Convex Lipschitz Functions arXiv preprint arXiv:2203.15945 , year =

Reference 79

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:41:40.577105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 814664d1-c35d-45b0-a967-34afcf2fab53 · outbound

This paper cites and Kucukelbir, Alp and McAuliffe, Jon D.

Muon Does Not Converge on Convex Lipschitz Functions and Kucukelbir, Alp and McAuliffe, Jon D

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.494965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation bc2fa6e2-0a8a-4cb9-8a69-51cf285cb937 · outbound

This paper cites Machine Learning , volume =.

Muon Does Not Converge on Convex Lipschitz Functions Machine Learning , volume =

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.248376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b83602e5-6b72-4e5e-a480-40a446d834e2 · outbound

This paper cites On the Convergence Analysis of Muon.

Muon Does Not Converge on Convex Lipschitz Functions On the Convergence Analysis of Muon

Reference 82

Resolution: verified exact; local_arxiv, observed 2026-05-12T07:41:40.448077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 28ec8b40-b32e-4f94-9c58-bb8194f4d64e · outbound

This paper cites A Note on the Convergence of Muon.

Muon Does Not Converge on Convex Lipschitz Functions A Note on the Convergence of Muon

Reference 83

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:41:40.749834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ce88dbe5-0256-4426-b427-0d4afcb29c8c · outbound

This paper cites Convergence Bound and Critical Batch Size of Muon Optimizer.

Muon Does Not Converge on Convex Lipschitz Functions Convergence Bound and Critical Batch Size of Muon Optimizer

Reference 84

Resolution: metadata mismatch; arxiv_id, observed 2026-06-09T03:07:01.590146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6b4bb522-7e1f-4344-a41b-abbac02a5777 · outbound

This paper cites Lions and Muons: Optimization via Stochastic Frank-Wolfe under Heavy-Tailed Noise.

Muon Does Not Converge on Convex Lipschitz Functions Lions and Muons: Optimization via Stochastic Frank-Wolfe under Heavy-Tailed Noise

Reference 85

Resolution: verified exact; arxiv_id, observed 2026-07-28T01:21:32.152085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation d2eb8f10-e250-4ad2-a9c9-b71c1972d22d · outbound

This paper cites On the Convergence of Muon and Beyond.

Muon Does Not Converge on Convex Lipschitz Functions On the Convergence of Muon and Beyond

Reference 86

Resolution: verified exact; local_arxiv, observed 2026-05-12T07:41:39.614409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ec234816-ec92-467c-a08e-da66dedcec67 · outbound

This paper cites Convergence of muon with newton-schulz.

Muon Does Not Converge on Convex Lipschitz Functions Convergence of muon with newton-schulz

Reference 87

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:41:38.538378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 7010c7b1-c4b2-49fe-b321-23678ee447fe · outbound

This paper cites 2025 , journal =.

Muon Does Not Converge on Convex Lipschitz Functions 2025 , journal =

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.266679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation a72dc87d-6591-4b21-8a86-5e654c00612e · outbound

This paper cites A tale of two geometries: Adaptive optimizers and.

Muon Does Not Converge on Convex Lipschitz Functions A tale of two geometries: Adaptive optimizers and

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.490647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 1fc20e20-2d50-44fd-ba4d-8015d73ead33 · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-05-12T23:01:58.529798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation d41bc6a6-fd21-4c29-a971-c4e302ec131c · outbound

This paper cites Optimizing $(L_0, L_1)$-Smooth Functions by Gradient Methods.

Muon Does Not Converge on Convex Lipschitz Functions Optimizing $(L_0, L_1)$-Smooth Functions by Gradient Methods

Reference 91

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T07:41:37.959062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b3a0f9c9-97c2-4996-abed-01847a92012b · outbound

This paper cites Where Does Warm-Up Come From? Adaptive Scheduling for Norm-Constrained Optimizers.

Muon Does Not Converge on Convex Lipschitz Functions Where Does Warm-Up Come From? Adaptive Scheduling for Norm-Constrained Optimizers

Reference 92

Resolution: verified exact; arxiv_id, observed 2026-05-20T00:03:04.806712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ec86da3e-e44e-4d93-8e90-ea61fe6bfe80 · outbound

This paper cites SIAM Journal on Optimization , volume =.

Muon Does Not Converge on Convex Lipschitz Functions SIAM Journal on Optimization , volume =

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.231209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation c1bfa0f1-f0bc-4335-879a-bc57439d5ab8 · outbound

This paper cites arXiv preprint arXiv:2602.08232 , year=.

Muon Does Not Converge on Convex Lipschitz Functions arXiv preprint arXiv:2602.08232 , year=

Reference 94

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:41:38.341432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation e0b3f6d5-3b0d-42f1-8469-fb5e8754ed1c · outbound

This paper cites Foundations and Trends.

Muon Does Not Converge on Convex Lipschitz Functions Foundations and Trends

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.518454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 1bd3573b-583c-4021-9a6c-116a32f902c8 · outbound

This paper cites Foundations and Trends in Optimization , volume =.

Muon Does Not Converge on Convex Lipschitz Functions Foundations and Trends in Optimization , volume =

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.509948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 46911e12-d826-4bfd-974b-257355e53f62 · outbound

This paper cites Lecture 6.5-.

Muon Does Not Converge on Convex Lipschitz Functions Lecture 6.5-

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.225111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b6a88bcf-9efe-4b53-a8b8-3e000f94b06b · outbound

This paper cites 2023 , journal =.

Muon Does Not Converge on Convex Lipschitz Functions 2023 , journal =

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.240822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f91ce2fb-ef9c-4d94-8983-439157f78a7c · outbound

This paper cites an unresolved cited work.

Muon Does Not Converge on Convex Lipschitz Functions Unresolved cited work

Reference 99

Resolution: unresolved; raw_fallback, observed 2026-05-12T23:01:58.273743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f5d4eda2-d33e-4aab-85eb-f13c79a243ea · outbound

This paper cites Linear algebra and its applications , volume =.

Muon Does Not Converge on Convex Lipschitz Functions Linear algebra and its applications , volume =

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T23:01:58.317301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Pith citing papers

Observation c2d7060c-47c1-4360-8588-c0650a263166 · inbound

Scale-Invariant Neural Network Optimization: Norm Geometry and Heavy-Tailed Noise cites this paper.

Scale-Invariant Neural Network Optimization: Norm Geometry and Heavy-Tailed Noise Muon Does Not Converge on Convex Lipschitz Functions

Reference 147

Resolution: metadata mismatch; local_arxiv, observed 2026-05-20T08:53:10.380287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 30028358-cef4-4e56-ae16-14aeb34b90b5 · inbound

Scale-Invariant Neural Network Optimization: Norm Geometry and Heavy-Tailed Noise cites this paper.

Scale-Invariant Neural Network Optimization: Norm Geometry and Heavy-Tailed Noise Muon Does Not Converge on Convex Lipschitz Functions

Reference 93

Resolution: verified exact; local_arxiv, observed 2026-07-01T14:55:48.678250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 2fa4e812-0be6-40c0-920d-1ac310e40770 · inbound

On the Convergence of Adam, Revisited cites this paper.

On the Convergence of Adam, Revisited Muon Does Not Converge on Convex Lipschitz Functions

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-12T01:55:46.406234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e44fc74c-c214-44bc-a8a9-65c03b08647a · inbound

PoLoRA: A Preconditioned Orthogonalized LoRA Optimizer cites this paper.

PoLoRA: A Preconditioned Orthogonalized LoRA Optimizer Muon Does Not Converge on Convex Lipschitz Functions

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-01T17:32:35.195882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.