Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T12:24:07.167770Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 2 inbound Pith citation observations for arXiv:2605.18999.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T12:24:07.167770Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-29T05:33:27.870787Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-02T23:47:28.501543Z
13 of 13 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b8f7f773-7141-4354-a123-f2877793e1d2 · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization The Polar Express: Optimal Matrix Sign Methods and Their Application to the Muon Algorithm
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9b697c3b-07b2-45ce-a9c0-1e4fd59fc93f · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization Old Optimizer, New Norm: An Anthology
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 908eb45c-ad66-4846-86c3-608f432713d3 · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization Randomized Feasibility Methods for Constrained Optimization with Adaptive Step Sizes
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0da511cb-f4d0-4551-8171-f95bd4a1c45d · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization Muon is Scalable for LLM Training
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 99863beb-de00-418e-bc6b-75d7540dc9f6 · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization and Tommasi, T
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e329a896-a0a4-4152-85c7-fd230f2d9d5d · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cffdcd53-cc42-47c5-8700-332b2abe7331 · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization Training Deep Learning Models with Norm-Constrained LMOs
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 83502c11-e45c-4903-b7db-4141f812ee82 · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization Fork=s+j, we have kX i=1 ¯ri ≥ kX i=s+1 ¯ri = jX ℓ=1 aℓ,¯r k+1 =a j+1
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b2a08abf-7b4d-45bf-b28a-f3ebad2e0c43 · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization 28 RemarkC.5 (What is distance-free?).The algorithm never receives D=∥x 0 −x ⋆∥ as an input
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 237692fb-6764-479c-8ceb-0d16c04ea4d4 · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization Table 10 reports the result
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 587a003a-1530-4823-b5c1-b10da6269d90 · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization We report mean ± standard deviation over seeds {42,1337,2024}
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation aaeaed66-4b9c-482d-970c-bdb1f8448ae6 · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization Among the Muon variants, the adaptive methods remain close to the tuned fixed-Muon baseline throughout training
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8fee7dae-1f3e-48c8-8113-95ac55774d85 · outbound
Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization Table 9: Fixed-Muon learning-rate diagnostic on ViT-Tiny/CIFAR-100 for one representative seed
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e6a84eb3-1129-4702-8b51-769517b6b514 · inbound
OptMuon: Closed-Loop Orthogonalized Momentum Methods for Stochastic Optimization with Zero-Noise Optimality Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 73944a22-f53a-4563-874b-4b8d2c284d79 · inbound
OptMuon: Closed-Loop Orthogonalized Momentum Methods for Stochastic Optimization with Zero-Noise Optimality Distance-Aware Muon: Adaptive Step Scaling for Normalized Optimization
Reference 177
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.