Paper Citation Record · LEDGER

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels

As of 23 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2608.03977.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.03977 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:45:35.918830Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:45:34.871418Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T04:45:36.034757Z

Reference resolution

26 of 26 outbound references displayed

verified exact0
verified fuzzy24
unresolved1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0a2d5785-0dff-4005-9903-f3ad8be04b99 · outbound

This paper cites an unresolved cited work.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T04:45:40.032937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 41896800-7b02-42fa-be3c-a84f7c2fcaf1 · outbound

This paper cites Benchmark resources such as BirdNET [7], BirdSet [6], W ABAD [5], and the Benchmark of Animal Sounds [8] have enabled the training and evaluation of better recognition systems.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Benchmark resources such as BirdNET [7], BirdSet [6], W ABAD [5], and the Benchmark of Animal Sounds [8] have enabled the training and evaluation of better recognition systems

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:39.907370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f19ab5b8-661b-4806-bc23-f9ea0d27d4ac · outbound

This paper cites BirdCLEF+ 2026 [2] serves as the target benchmark and contains 35,549 focal recordings, 10,658 60-second soundscapes, and 234 target labels.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels BirdCLEF+ 2026 [2] serves as the target benchmark and contains 35,549 focal recordings, 10,658 60-second soundscapes, and 234 target labels

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:39.785831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 95f71d29-9aa9-445e-80a7-b0a9b036ac46 · outbound

This paper cites BirdCLEF-Only Models We first establish a set of BirdCLEF-only baselines that use no ex- ternal transfer data.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels BirdCLEF-Only Models We first establish a set of BirdCLEF-only baselines that use no ex- ternal transfer data

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:39.663165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fa621cc6-40a0-4fd5-baf1-69173fcd3c9b · outbound

This paper cites Overlap AP.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Overlap AP

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:39.539970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 818b5f03-96ad-4707-8402-4f737bf14de3 · outbound

This paper cites Different datasets help different label subsets, motivating a framework that explicitly models source reliability instead of pooling all external data into a single train- ing set.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Different datasets help different label subsets, motivating a framework that explicitly models source reliability instead of pooling all external data into a single train- ing set

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:39.390583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 93267619-8069-4417-95a2-b1b5493d958c · outbound

This paper cites Ecological con- text is a strong predictor across a broad set of experiments.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Ecological con- text is a strong predictor across a broad set of experiments

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:39.231514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7c001291-3fba-4768-8cd9-83455b69983a · outbound

This paper cites Beans: The benchmark of animal sounds,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Beans: The benchmark of animal sounds,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:38.082448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f5fbfc42-f9d5-4f25-8dd8-08839348e7e8 · outbound

This paper cites Effective ecological monitoring using passive acoustic sen- sors: Recommendations for conservation practitioners,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Effective ecological monitoring using passive acoustic sen- sors: Recommendations for conservation practitioners,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:39.096832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2dd4b9bb-1e4c-4e09-b446-5177646b56b9 · outbound

This paper cites BirdCLEF+ 2026,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels BirdCLEF+ 2026,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:38.946476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7edf07aa-5d58-4bac-b841-006aef31a732 · outbound

This paper cites Transfer Learning for Avian Bioacoustics under Sparse Positive Labels.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Transfer Learning for Avian Bioacoustics under Sparse Positive Labels

Reference 11

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T04:45:36.106451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ff315ffd-87e1-4be2-8d03-3fb5457c4c9a · outbound

This paper cites BirdCLEF 2021 Birdcall Identification,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels BirdCLEF 2021 Birdcall Identification,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:38.791182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 18c55b04-69e2-4216-859a-ba4e9ed79c20 · outbound

This paper cites The inaturalist sounds dataset,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels The inaturalist sounds dataset,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:38.672675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a2904835-a838-473f-ab16-d12870f69c48 · outbound

This paper cites Wabad: A world annotated bird acoustic dataset for passive acoustic mon- itoring,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Wabad: A world annotated bird acoustic dataset for passive acoustic mon- itoring,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:38.562227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 82dcab50-697c-4ccc-855c-e002abb998a5 · outbound

This paper cites Bird- set: A large-scale dataset for audio classification in avian bioa- coustics,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Bird- set: A large-scale dataset for audio classification in avian bioa- coustics,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:38.418860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9d0ebfd4-8bf1-4154-b4e2-6d25217d219d · outbound

This paper cites Birdnet: A deep learning solution for avian diver- sity monitoring,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Birdnet: A deep learning solution for avian diver- sity monitoring,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:38.248838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bb0b1781-26ff-4d50-80f8-2423988347b7 · outbound

This paper cites AST: Audio Spectrogram Transformer,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels AST: Audio Spectrogram Transformer,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:37.919432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a4a67071-338b-4b5a-bd34-40d2024b9e2f · outbound

This paper cites Robust speech recognition via large-scale weak supervision,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Robust speech recognition via large-scale weak supervision,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:37.745474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4bc7c56d-6c05-45f0-a21f-47123f03a7b4 · outbound

This paper cites wav2vec 2.0: a framework for self-supervised learning of speech representations,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels wav2vec 2.0: a framework for self-supervised learning of speech representations,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:37.554308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1ad20e1d-09d4-4b4d-b6d0-812f355f42b6 · outbound

This paper cites Passive acoustic monitoring paired with machine learning outperforms playback surveys for a rare and cryptic species, the black-billed cuckoo (coc- cyzus erythropthalmus),.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Passive acoustic monitoring paired with machine learning outperforms playback surveys for a rare and cryptic species, the black-billed cuckoo (coc- cyzus erythropthalmus),

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:37.375224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 488d06bf-bcea-4b4f-8c35-2daec6904eb2 · outbound

This paper cites Domain-invariant representation learning of bird sounds,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Domain-invariant representation learning of bird sounds,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:37.206525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 10ec1cd7-3737-4d02-9358-1ac150c27798 · outbound

This paper cites Global birdsong embeddings enable superior transfer learning for bioacoustic classification,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Global birdsong embeddings enable superior transfer learning for bioacoustic classification,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:36.996941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a68c1678-a7c6-4575-b084-91229f4e785c · outbound

This paper cites A survey on hetero- geneous transfer learning,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels A survey on hetero- geneous transfer learning,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:36.786717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8a26b9b9-ab47-48da-a7d1-1e5a73767231 · outbound

This paper cites Multi-source attention for unsupervised domain adaptation,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Multi-source attention for unsupervised domain adaptation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:36.626244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f634afdf-0092-4812-9400-7377f0c8ea7f · outbound

This paper cites Acoustic classification of multiple simultaneous bird species: A multi-instance multi-label ap- proach,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Acoustic classification of multiple simultaneous bird species: A multi-instance multi-label ap- proach,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:36.441716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 813a990b-0c6d-4c0c-9748-c94d7feaed23 · outbound

This paper cites Lever- aging weakly supervised and multiple instance learning for multi-label classification of passive acoustic monitoring data,.

Transfer Learning for Avian Bioacoustics under Sparse Positive Labels Lever- aging weakly supervised and multiple instance learning for multi-label classification of passive acoustic monitoring data,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:45:36.273019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation 7edf07aa-5d58-4bac-b841-006aef31a732 · inbound