Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing
As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2305.19953.
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 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-11T13:06:16.909816Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-11T13:06:17.162724Z
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 f63fb15f-cdea-4b13-99e6-c87f9ca095e6 · inbound
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes cites this paper.
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing
Reference 53
- Resolution
- verified exact
- local_arxiv, observed 2026-08-11T13:06:17.169201Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5ead35a1-9cfb-44d6-87eb-578ac5abd107 · inbound
Bona fide Cross Testing Reveals Weak Spot in Audio Deepfake Detection Systems cites this paper.
Bona fide Cross Testing Reveals Weak Spot in Audio Deepfake Detection Systems Multi-Dataset Co-Training with Sharpness-Aware Optimization for Audio Anti-spoofing
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T19:37:19.935874Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.