Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Towards Attention-based Contrastive Learning for Audio Spoof Detection
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2407.03514.
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 2026-08-07T15:26:26.832130Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-04T22:29:41.014772Z
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 2d92bcef-2407-4877-8d45-09b6ea34696c · inbound
Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech cites this paper.
Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Towards Attention-based Contrastive Learning for Audio Spoof Detection
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:26:26.832130Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb64f7f1-b8db-4495-9d8d-a8fea2bcdd51 · inbound
When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection cites this paper.
When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Towards Attention-based Contrastive Learning for Audio Spoof Detection
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-08-04T22:29:41.076542Z
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.