Pith. sign in

Paper Citation Record · LEDGER

Muon Does Not Converge on Convex Lipschitz Functions

As of 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:1008777efb4f63e8a436555955f8da99f4c8da6a1be5079b3d5f3cbbbfd7fc47

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:35bf0396513cc78c2e64459d035970d5cdf61f6b03cc21281ce45556b3b1b2d5

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:2df97bf5ffbcb476c0a5fbf6373851e27bc09f7541b4e804b00dd1b68980c89d

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:d5b2aa8a837cde5521ef2dcc10e687824c8c115060f89f4c75215c6da8575f4c

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:6a5517f380dd5c3678926c2174224d9083612dc8c29026fca474f5a8d7fadc10

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:23c04a249726b83864bd934aeceefe2a2876bada623f41ce5f411353012266b2

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

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:e79040ea312d21132b6eb827d0f8620e046ac051ba12e43098029e8e84e08931

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:09789aca45e83059f8897c372133463d0978140bc0833253fae77d2941e9e5da

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:212c78e2e1ef45fc58c481511be7dda1f24f946a00c405acc8ac0bb90e842ff3

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:d088c238aa26a5c7ad5acf067bfbc81aa40783fa02c57ffcb33aa4c66850d8d2

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:d7031d6652abbea66a91f48440ad97ecc7ee105c9495f7dea11ae4e077f15b37

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:0c931c516aeb9054f22669c05d9fbb559db7c60c1195b9989eb5bc2a8bde3abc

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:14f08aa8f79b031fed837ede3249e2044e61d0cd7152a2f8459758b909605237

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:9780f9e3487d7526021a93e1b45df629a11d75152330d377aaea21014190fdcb

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:dd1d725a13e4c243c4ae355ebb58a2e29c8b40232e7650c3199753f9873e2c03

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:8b4021b67284d93c7381a6a61f7bbe686559eb12c0029539742dd4c67a771838

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:67d2c6ca3ee4a452c8bf436c6ede3e4c28a12c2d0cc9347f22cb1f01bb20280c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:4b52d0650f871d7fd4b2b38436cddcb03beaf9aaf65cb2337fc884fcd5f209b6

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:c085b43d8463280c6b4cd87c60cab5ed3bb72e7b87bd0ce0982f19357890b496

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:37e99e901234ec7a9e511880d05ee47180e63f5fcb52f46ee8634f1b43c80abd

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:588c4cc3a62ef3d67c6c4acd5539b1a1d97e08e51d68079c112984553b889d5b

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:79877f0df5175e26dbd986b5598e730f7cf16dcacc1a6aa1e4636edafbc9b957

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:342bfa5833f4fa17bc9b5007f8cfff0a835f518ccd6519c3681ab3681d88ff3a

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:0414ab748107fb27af74d1da350a9c371b5e0a278fef14d9c61eeda1e282274a

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:e5d7c00e6661798f14e8cd62e90a62c92aa1945a4cd17c11cc8b4c9d154838ea

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:abf2140f57b999eb04a82a32c483a31eec992b85d32e605d3198d0943b8877ea

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:d37eb900dfb6c178d525c9225e72c9e0a2bd684c2966d60ec233b00833915041

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:3428fc3bfc2caee1eefd2e091d0de1bdbb89913bbee38644145c8288e4f3fc33

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:061a490c859438a0ee52b2cc13bb682e3c9876bece6413f991049ed461b222a2

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:9f9936c66fffadf1a92893c2cb8809245a61f2cd331c223220fffcc40764edde

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:6579f81f5c07b008e54edfcea771ce0436c2a34b6b2bc779c21794f603a63a9c

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:2b4501608584450ca2a30d716608cc06d12d5a9e2f802c457b56b32b19cd0de1

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:afe9bbd3c2b333b9f51fa946b77fa7b640ed62b98a1ef4db5489c1cba8bdb4d9

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:0368218ed6a43fa69e74f602590150774a70b658f7b8825a3accf3b7e513fddf

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:38e4e788085b781948611df1c4c0715927cd5567564de2e3a1954fc9b628775f

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:6630c24937a44b0e781fc04cdfd5a78872e6da310ab36f39c1b13c2a23e2ce08

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:d7309839e9dc90674969675fb326046d2cfb21cca0722cef84e25bca70b2dd65

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:26bf4379992573770612686ca957c4360e161ca3307d53c42330d1f3e7129098

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:592afe1ce7b27e0c2ae533ac9ee71602e07c00176dbf69e23e604e42f7e398d4

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:8e785456de6befaa2ec9c26e8c6ed71a87e3c48f632037691c6c8c73e3075e17

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:033a6a2856c6718285385b1bf2d6bc2032814114c7d106cfbb684de5407103d9

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:7f21833ec0a394bd0bd248f128a30a9e6bc2f1e5090fc3f227ea6c7467e0eece

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:6627b888399c4daa34b77e496e5fb4e7e5cfc1ba7c17ec8447f0e892a3d554ec

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:c88f7f8c32727cd3f8104a632c05986fe8072e63bc95c46382b563a8c7479bbb

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:eba996a20d83aa9f6d36f2caac33f5e817bfc0d02676c4b15db3a080edded0bf

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:650bfb7e60735f33df38a5fd7909e6f7045bebc1dc59a307b1c11a24c8dbb0e1

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:88af19a1c46aa4992e0a4839fd851b58cb5d612701b7b0832ae15099bf60398d

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:9d565854340a94c61b4cd0a8fb4e25a7acb48a9aa3db213c0cc84ef5b44d9ee4

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:1cfe2697e4fcd7dde2c54c0098806a04fa151478e9763b571cc8453058f3f274

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:f4cc6854b6ac9bb7ba12092639286e6d270b99ce89994406f0dce613be61d214

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:963ef85039396c7b40401bbe24e55c8783c87e8d3d91e82da0ae4f550c9dea53

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:506c65d2800755b905d75a300f362b8fbf134fa74d3b25c781025d683089c6d4

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:5eb495493cdda4ab2f411fec45b11743eba445a39b8723b5d06e996a13c45f37

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:bd59003b53a0d7e51c69a7931ed45bb41d8d660f381081e301c4ca8825d5bb98

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

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:6031dfe0c5c7f16fff202a10807854e6dd8ec605d2df2a7dc6c38af0f5577e56

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:51957e46327e4393098527cf1b0c360a788ba93e58036c836027834f052adba9

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:fe488da4744f09330abf310d71f97c250eb1581d9b57363090601271e4a3aa62

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:65449555fc33ed2dd73d9b686997abc4a159650ccb2d33a9b2d8dcd5420a37e7

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:bdaa1e000caaabced998739cc62557c0952f464fc8eba422cb2af3bf8c38b21a

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

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:03b2b5adf1f6f3b01119806812b0924f14a472a8cc6bdfaaff253ab9c005ceae

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:24ba659c50ff57345730968999830c25160867360618cb1e52772678d08a93d2

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:be95f93a2152a97870ecc2c78fc542eb8dbd2e7d3af43e19584e2676cd18725a

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:bbab242dd4cd209267f1f27b46b7cd7481e147e3363cad0bd36bc82deed410c0

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:4d69162dd4500948adb7fbbf898d222a101d1acd70cf5aeb450e87e552ab034e

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:6edfa8b8d9cf18712f376aab6295f7d30db59e8aec7f16314fddaaa61ece5662

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:4b1d783e1b50249f4dec8cbaa6096b49155612effd0bbb00f8cda663ad7b5dc9

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:ca3964871de75e39faf3f46f7ca480ea1e60ce84469d18693d6df5f58accd091

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:4596cb45d9325ce208f5dac02e57b4f46b695a3bd4bcbf32d9c5832f8c0a5d43

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:65aea725504faa9e5adc747c0247c8cfddd4d621550ea5ec38c456ab72e69b2b

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:5732f6d0bb499532c144056fcc72cb529e3c224252a1c55250f6507bcea26138

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:0a73f47a0fb23d89fa8d7ea41ee76b4ab8b4f38215490628bca2c77b203ddc27

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:ccccf81914513708c9ff68c5cbb6e6610492356a68b12b0d0db6ba1912cd363e

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:c3661b5b0224286b764363d0bf67489cebc5118ef2c4abd3a1e42bed1677fb1a

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:c42cd344e3744193a446c017022c9da5a61970439f22ace88e71654989f18c5b

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:e9679aa95d7d0ecbad631058584b1db94325d6dd53bc7f8047e1dedb74b43f13

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:d4a38b4ed550e913c8699c773bf21f555d4c34c55d5099f3290c74b6c8bd9568

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:137a8ab8547f2041153695004c44606c84348931e15dd9568db56650d9440cd6

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:f5a5fd289ad96998b3efb02870683f1097d3a68401fed6a848a65e12a9c05f95

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:a037d2fefe1c3973272b2822669489228162e9d947bd2f0b1982cd641721dd44

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:7bdf4896e0aee3bf5e1d8d8440755d54fe58c8196528cc4bb3ae510e321317ea

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:24ea2b3de458118c26e9c55edee1764623ca8ded15ce66f3018c4d054b88bedd

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:8d55c09e779a9c7d8c817b92bd32a404f179fa6ddce2820161a366d49afd4a12

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:c3dccc13c72717c85737f34eb274933d31caa61e3c7b27598790817663471487

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:4250b0557ba2d974df57f7dd08a9463b893d49dd571ab90e10566c0c4d4a4036

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:ba4bf3626baacec211067ce9ac1657d524c9fabffd2d4032594f68584bb00012

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:581745ac2c06563f6d4ba2e3c9bacf065a964867fc5b2c58f1f14218f10d4156

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:777a4e3442c867e788a3d86b79642cef404eaab35fb26ece2b25c53dd4915d23

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:7daa81927c17bd25359283fb5292cdb10069987970823ea8bfe721806e10844e

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:5eb5fbbaa9c6c8c9c5235f5c5e2314caf14a98558c4b9e51212c35343d018590

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:0291b874d7f297741c512b871bd932a806bd7421e55e568e01d2821f7cab1853

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:deece2b4776a5bf83bfad83df85f3c3e5983f9f70906b3700ba2622243196217

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:d34e2e5b58d000291851708bca3796fa7a6befc1495789b250ed60f702abc382

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:8a4cc50995faf0a76ec532fed28204c6f8a8b497d31fe28056a90776a898a73e

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:3c8915bbda3238035ad19919fe3f2db722af21640e21444e5ea12fe6abd843ee

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:d7a7a8fa318df9a27f9ae16788311e59681d99d50fd7fcdfe2db94d60c0915fb

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:8727fea76515f3fc8470fc665d2073deadd7182a45b40fd67673728158201f7f

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:060c7679ca5b5e2f3e9d4d65027c35cbb7213f9e9bfb9812935b90263f561cd4

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:09743ede79a04b6d94ec3bedc2726282c7d99a928571bf795272739fe96b72fd

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:a6795f321620f7d4b32ef51a390c01e449eff96190cf6c7ca653c3969b42fbcf

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-12T02:22:01.364777Z digest=sha256:f92b4c16706058aeab689988029545208a4af7b8aa35bb57bc0c9108c9880d98

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-20T08:48:42.019359Z digest=sha256:b49984a198a954af1a2266fabb584ccb7f29d51c3d069a9ecab44498c24846b5

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-30T18:27:40.390908Z digest=sha256:649533b8be4ae23410207a2cbf1dc704b33fe2a364c0f026f64fd75696ac87ed

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.

source=arxiv_source observed=2026-07-12T01:55:46.406234Z digest=sha256:aa5a1542531f727fc107e65476d5c687b9dcbadcb2ec6a0fcc55723d22a71c62

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.

source=pdf_text observed=2026-08-01T17:32:35.195882Z digest=sha256:feda7d0603da7e5e05d6039cbd76c434a60f371b4e9aa8a98878dac2d231a59b