Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T10:15:24.560055Z
Paper Citation Record · LEDGER
Unsupervised outlier detection to improve bird audio dataset labels
As of 18 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2504.18650.
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 2026-08-18T06:34:40.430872+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
16 of 16 outbound references displayed
- verified exact0
- verified fuzzy5
- unresolved11
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 70898686-d268-4334-881b-3e5e2e5213de · outbound
This paper cites an unresolved cited work.
Unsupervised outlier detection to improve bird audio dataset labels Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T10:15:24.799558Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2c43b49f-f938-4483-a7eb-4981848d0084 · outbound
This paper cites an unresolved cited work.
Unsupervised outlier detection to improve bird audio dataset labels Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T10:15:24.785376Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2199f943-bc55-497d-8e82-cacbb1e1caa2 · outbound
This paper cites an unresolved cited work.
Unsupervised outlier detection to improve bird audio dataset labels Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T10:15:24.772760Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation af058ace-c22f-447e-a526-9afa25151a2c · outbound
This paper cites For a more detailed explanation of VaDE refer to (Jiang, 2017).
Unsupervised outlier detection to improve bird audio dataset labels For a more detailed explanation of VaDE refer to (Jiang, 2017)
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T10:15:24.677039Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b36bdc2a-5620-4f65-9c32-335430a7fec7 · outbound
This paper cites Train model on single-species, preprocessed audio spectrogram dataset b.
Unsupervised outlier detection to improve bird audio dataset labels Train model on single-species, preprocessed audio spectrogram dataset b
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T10:15:24.744076Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d827a021-b57a-4b0e-8652-66b654bcf681 · outbound
This paper cites an unresolved cited work.
Unsupervised outlier detection to improve bird audio dataset labels Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T10:15:24.730147Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6b2777f9-5bee-4419-b0fa-0461a5dc62ef · outbound
This paper cites an unresolved cited work.
Unsupervised outlier detection to improve bird audio dataset labels Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T10:15:24.717309Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation acc083ea-c050-4698-add2-246a1aecc067 · outbound
This paper cites an unresolved cited work.
Unsupervised outlier detection to improve bird audio dataset labels Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T10:15:24.704734Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 71c9eb77-86b3-418b-97db-a6cb506b7e71 · outbound
This paper cites an unresolved cited work.
Unsupervised outlier detection to improve bird audio dataset labels Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T10:15:24.690461Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation da616fde-0dc6-4ad7-b320-1146763f9e8e · outbound
This paper cites Train model on single-species, preprocessed spectrogram dataset b.
Unsupervised outlier detection to improve bird audio dataset labels Train model on single-species, preprocessed spectrogram dataset b
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T10:15:24.662217Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 84504db2-0649-4f01-a174-3a54a15226c1 · outbound
This paper cites A fundamental challenge that exists when applying UOD to real, unlabeled data is assessing the effectiveness of the resulting outlier detection.
Unsupervised outlier detection to improve bird audio dataset labels A fundamental challenge that exists when applying UOD to real, unlabeled data is assessing the effectiveness of the resulting outlier detection
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T10:15:24.648472Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 139addd1-5012-43df-9b4b-12eaa044afc2 · outbound
This paper cites an unresolved cited work.
Unsupervised outlier detection to improve bird audio dataset labels Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T10:15:24.634668Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 87397c32-fb95-47a7-b9da-302058b7cf6a · outbound
This paper cites an unresolved cited work.
Unsupervised outlier detection to improve bird audio dataset labels Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T10:15:24.621489Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 65d2395e-1194-4467-ada7-fb801c9b2b99 · outbound
This paper cites an unresolved cited work.
Unsupervised outlier detection to improve bird audio dataset labels Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T10:15:24.607958Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e5814a24-29d5-4694-90cb-4c2bed4863c4 · outbound
This paper cites Tutorial on Variational Autoencoders.
Unsupervised outlier detection to improve bird audio dataset labels Tutorial on Variational Autoencoders
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T10:15:24.560055Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bba60028-2dd3-4bee-8756-7455f91ffd17 · outbound
This paper cites song” and “call.
Unsupervised outlier detection to improve bird audio dataset labels song” and “call
Reference 2019
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T10:15:24.758090Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
No inbound Pith citation observations are available.