Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T13:35:52.703316Z
Paper Citation Record · LEDGER
Gradient Descent as Implicit EM in Distance-Based Neural Models
As of 17 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 0 inbound Pith citation observations for arXiv:2512.24780.
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 2026-08-17T06:30:58.91139+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
Reference resolution
2 of 2 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved2
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 071ec872-6aac-478e-bd25-d4e9486e9957 · outbound
This paper cites The Bayesian Geometry of Transformer Attention.
Gradient Descent as Implicit EM in Distance-Based Neural Models The Bayesian Geometry of Transformer Attention
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T13:35:52.697117Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eef54b48-92dd-44d4-8822-7a108a24c058 · outbound
This paper cites Interpreting Neural Networks through Mahalanobis Distance.
Gradient Descent as Implicit EM in Distance-Based Neural Models Interpreting Neural Networks through Mahalanobis Distance
Reference 2006
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T13:35:52.703316Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.