Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:43:20.312521Z
Paper Citation Record · LEDGER
How far away are truly hyperparameter-free learning algorithms?
As of 15 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 1 inbound Pith citation observation for arXiv:2505.24005.
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 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-25T05:38:16.958574Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-25T05:40:24.425545Z
Reference resolution
2 of 2 outbound references displayed
- verified exact0
- verified fuzzy1
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 87e61b1f-1a06-45b0-b215-1cb1205ea507 · outbound
This paper cites For the regularization hyperparameters, since there are no well-defined values, we choose the default values supplied, which effectively, turns these parameters off (i.e.
How far away are truly hyperparameter-free learning algorithms? For the regularization hyperparameters, since there are no well-defined values, we choose the default values supplied, which effectively, turns these parameters off (i.e
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T12:43:20.827320Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5894a286-f823-4f36-aa94-cf126f930a84 · outbound
This paper cites an unresolved cited work.
How far away are truly hyperparameter-free learning algorithms? Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:43:20.587585Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Pith citing papers
Observation 7f427c20-eae5-4e91-ad3e-006e7fe8e863 · inbound
Anytime Training with Schedule-Free Spectral Optimization cites this paper.
Anytime Training with Schedule-Free Spectral Optimization How far away are truly hyperparameter-free learning algorithms?
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T05:40:24.428103Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.