Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
A surrogate loss function for optimization of $F_\beta$ score in binary classification with imbalanced data
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2104.01459.
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 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:43:22.902424Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T03:46:32.505229Z
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 b1ca24a6-24b2-43f7-b6ff-7aa73e368af3 · inbound
Exact Reformulation and Optimization for Direct Metric Optimization in Binary Imbalanced Classification cites this paper.
Exact Reformulation and Optimization for Direct Metric Optimization in Binary Imbalanced Classification A surrogate loss function for optimization of $F_\beta$ score in binary classification with imbalanced data
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:43:22.902424Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64045f99-a1c1-4503-a553-3a5b8c45cf6f · inbound
Enhancing Operational Safety via Agentic Dialogue Hazard Identification Analysis cites this paper.
Enhancing Operational Safety via Agentic Dialogue Hazard Identification Analysis A surrogate loss function for optimization of $F_\beta$ score in binary classification with imbalanced data
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T03:46:32.506962Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.