Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T11:54:35.996237Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 4 of 4 outbound references and 0 inbound Pith citation observations for arXiv:2607.19771.
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 2026-08-01T11:54:35.996237Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
4 of 4 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 55e5c0eb-4757-49d1-9eb8-3d238c96c5ab · outbound
An Isotropy-Preserving Spectral Cap for Muon: Theory and Three Case Studies Why Low-Precision Transformer Training Fails: An Analysis on Flash Attention
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4efd2cc-4014-49d6-8576-a7890161caa5 · outbound
An Isotropy-Preserving Spectral Cap for Muon: Theory and Three Case Studies Muon is Scalable for LLM Training
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac412ca8-a559-483f-a02a-01071d142872 · outbound
An Isotropy-Preserving Spectral Cap for Muon: Theory and Three Case Studies Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb051ba3-c30f-4233-95f0-7fef6c28d01d · outbound
An Isotropy-Preserving Spectral Cap for Muon: Theory and Three Case Studies Karpathy
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.