Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Distributed Training with Heterogeneous Data: Bridging Median- and Mean-Based Algorithms
As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:1906.01736.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:58:29.381693Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T10:58:40.528551Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 1ee81d1d-223a-42b7-95dd-c1fa596fc56b · inbound
Lions and Muons: Optimization via Stochastic Frank-Wolfe under Heavy-Tailed Noise cites this paper.
Lions and Muons: Optimization via Stochastic Frank-Wolfe under Heavy-Tailed Noise Distributed Training with Heterogeneous Data: Bridging Median- and Mean-Based Algorithms
Reference 13
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T10:58:40.657167Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1d94e816-35fa-4d40-bebc-d4ce39ee27d5 · inbound
Sign compression for Muon: SignMuon, MuonSign, and the Limits of Error Feedback cites this paper.
Sign compression for Muon: SignMuon, MuonSign, and the Limits of Error Feedback Distributed Training with Heterogeneous Data: Bridging Median- and Mean-Based Algorithms
Reference 2020
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T02:09:01.711858Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.