Paper Citation Record · LEDGER

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification

As of 9 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2607.03221.

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

pith.paper-citation-record.v1
2607.03221 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T04:02:06.839900Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T04:02:06.839900Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

verified exact0
verified fuzzy0
unresolved24
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4d42b90f-96c0-4eb1-bc9c-cc6aa4cd23a9 · outbound

This paper cites Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

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Unavailable: canonical work link unavailable.

Observation 8ac1d6dc-5d30-4433-a223-edd934cbada5 · outbound

This paper cites an unresolved cited work.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

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Observation 6b13cc28-23dc-47fb-bd80-a4875f06e238 · outbound

This paper cites an unresolved cited work.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Unresolved cited work

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

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Observation 17edf972-b817-4842-bba6-3b210a7eaeab · outbound

This paper cites Separation Results The separation models are evaluated on four test subsets, each con- taining 2,000 samples and corresponding to mixtures with one to four species.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Separation Results The separation models are evaluated on four test subsets, each con- taining 2,000 samples and corresponding to mixtures with one to four species

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f36a952a-78d0-4856-a7d9-caf1f223be53 · outbound

This paper cites an unresolved cited work.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

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Observation 91b0da9d-24ea-4fb7-b7c8-b2d61e47cd12 · outbound

This paper cites Comparing the sampling performance of sound recorders versus point counts in bird surveys: A meta- analysis,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Comparing the sampling performance of sound recorders versus point counts in bird surveys: A meta- analysis,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2a5f10b-2bee-494f-b08f-124c1a2dc0b0 · outbound

This paper cites The role of the north american breeding bird survey in conser- vation,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification The role of the north american breeding bird survey in conser- vation,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f853eef-e0d8-4cc7-8a80-ebcbc8547d7d · outbound

This paper cites Auto- matic bird sound source separation based on passive acoustic devices in wild environment,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Auto- matic bird sound source separation based on passive acoustic devices in wild environment,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52abf859-5559-4e76-b069-7055821e96af · outbound

This paper cites Convolutional Recurrent Neural Networks for Bird Audio Detection.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Convolutional Recurrent Neural Networks for Bird Audio Detection

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1f6b55f-9e78-4465-8247-92019565a776 · outbound

This paper cites Distilling Spectrograms into Tokens: Fast and Lightweight Bioacoustic Classification for BirdCLEF+ 2025.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Distilling Spectrograms into Tokens: Fast and Lightweight Bioacoustic Classification for BirdCLEF+ 2025

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53cba0c3-2521-4bcc-bd43-3d7fbfb3ed77 · outbound

This paper cites Overview of birdclef 2024: Acoustic identification of under-studied bird species in the western ghats,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Overview of birdclef 2024: Acoustic identification of under-studied bird species in the western ghats,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

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Observation 971219a7-0129-4555-80ea-ff846dc87213 · outbound

This paper cites Semiautomated generation of species-specific training data from large, unla- beled acoustic datasets for deep supervised birdsong isolation,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Semiautomated generation of species-specific training data from large, unla- beled acoustic datasets for deep supervised birdsong isolation,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ca677be-4cdf-4477-91f0-734cd8786eec · outbound

This paper cites Animal acoustic identification, denoising and source separa- tion using generative adversarial networks,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Animal acoustic identification, denoising and source separa- tion using generative adversarial networks,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 795cb38c-2fcd-4c0b-b91f-21a44bfe13d0 · outbound

This paper cites Unsupervised sound sep- aration using mixture invariant training,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Unsupervised sound sep- aration using mixture invariant training,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f55fcf28-44b5-444c-b59a-db8c9d6859ee · outbound

This paper cites Sparse, efficient, and semantic mixture in- variant training: Taming in-the-wild unsupervised sound sepa- ration,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Sparse, efficient, and semantic mixture in- variant training: Taming in-the-wild unsupervised sound sepa- ration,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7e70305-c6dd-497f-8f91-b521c5de2224 · outbound

This paper cites Improv- ing bird classification with unsupervised sound separation,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Improv- ing bird classification with unsupervised sound separation,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8fc41a0-f05f-4b1c-a293-7bfa0ffbf53a · outbound

This paper cites Multi-utterance speech separation and as- sociation trained on short segments,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Multi-utterance speech separation and as- sociation trained on short segments,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a8cd477-856d-4702-8c90-86c1cb7cc92e · outbound

This paper cites TF-Locoformer: Transformer with local modeling by convolution for speech separation and en- hancement,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification TF-Locoformer: Transformer with local modeling by convolution for speech separation and en- hancement,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 558e11a1-c260-45a5-9253-cd4bfcf6d208 · outbound

This paper cites SDR – half-baked or well done?,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification SDR – half-baked or well done?,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3eabc552-afe8-489e-b77e-88ea7953e423 · outbound

This paper cites Bird sounds global - model builder: An end-to-end workflow for building locally fine-tuned bird classifiers,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Bird sounds global - model builder: An end-to-end workflow for building locally fine-tuned bird classifiers,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 563f342f-5f6e-4d0d-af14-bf861375db44 · outbound

This paper cites Xeno-Canto: Sharing bird sounds from around the world,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Xeno-Canto: Sharing bird sounds from around the world,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dd9370b-37b8-4561-a5f2-f8d7ff8cd9e8 · outbound

This paper cites Human contributions to global sound- scapes are less predictable than the acoustic rhythms of wildlife,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Human contributions to global sound- scapes are less predictable than the acoustic rhythms of wildlife,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

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Observation 3bd97f2f-906a-479a-9a0c-719159bc20ce · outbound

This paper cites Lifeplan: A worldwide biodiversity sampling design,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Lifeplan: A worldwide biodiversity sampling design,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

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Observation 70ad6b3e-246b-4b07-8c20-3bd2ebca3cfb · outbound

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

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Birdnet: A deep learning solution for avian diver- sity monitoring,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51eec719-b971-4cc3-9e61-5d5197d7c768 · outbound

This paper cites Overview of birdclef 2019: large-scale bird recognition in soundscapes,.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Overview of birdclef 2019: large-scale bird recognition in soundscapes,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7cee71f-7fbc-45b6-89ac-4e3d6597ebf6 · outbound

This paper cites Audio tagging with noisy labels and minimal supervision.

Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification Audio tagging with noisy labels and minimal supervision

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-12T04:02:06.839900Z

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Pith citing papers

Observation 4d42b90f-96c0-4eb1-bc9c-cc6aa4cd23a9 · inbound