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Paper Citation Record · LEDGER

The iNaturalist Sounds Dataset

As of 19 August 2026, this Paper Citation Record lists 100 of 110 outbound references and 2 inbound Pith citation observations for arXiv:2506.00343.

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

pith.paper-citation-record.v1
2506.00343 v1

Coverage vector

measured 100 of 110 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:12:15.850511Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:46:45.841447Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T22:16:51.729711Z

Reference resolution

100 of 110 outbound references displayed

  • verified exact2
  • verified fuzzy54
  • unresolved44
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d7c5d05a-3407-40bf-930f-aeda84baadd3 · outbound

This paper cites Acoustic scene classification using parallel combination of lstm and cnn.

The iNaturalist Sounds Dataset Acoustic scene classification using parallel combination of lstm and cnn

Reference 1

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Observation c50c0e50-2e70-4379-94dc-c8b71144464f · outbound

This paper cites Whombat: An open-source annotation tool for machine learning development in bioacoustics.

The iNaturalist Sounds Dataset Whombat: An open-source annotation tool for machine learning development in bioacoustics

Reference 2

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local_arxiv, observed 2026-08-07T12:12:17.225734Z

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Observation 5ca88563-a817-4123-805b-37cc05bf1411 · outbound

This paper cites Improving geographically extensive acoustic survey designs for modeling species occurrence with imperfect detection and misidentification.

The iNaturalist Sounds Dataset Improving geographically extensive acoustic survey designs for modeling species occurrence with imperfect detection and misidentification

Reference 3

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Observation 216ebe33-6b8e-401d-b26d-a335908cfacb · outbound

This paper cites Birdsnap: Large-scale fine-grained visual categorization of birds.

The iNaturalist Sounds Dataset Birdsnap: Large-scale fine-grained visual categorization of birds

Reference 4

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source=pdf_text observed=2026-08-07T12:12:04.132717Z digest=sha256:2052eed59e4acdf90f9d0082958fb7c86799ca39e851043e3308a8188a635ea0

Observation 94b34622-85c4-4c72-abe9-8f2283888fd2 · outbound

This paper cites Visual recognition with humans in the loop.

The iNaturalist Sounds Dataset Visual recognition with humans in the loop

Reference 5

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source=pdf_text observed=2026-08-07T12:12:04.247420Z digest=sha256:d3022317a11e22454b01e14da7eb889fb9d8305de06b3a60bbce825811ff48d7

Observation 8903b52b-38be-458b-995f-6a476cae1928 · outbound

This paper cites Bird species categorization using pose normalized deep convolutional nets.

The iNaturalist Sounds Dataset Bird species categorization using pose normalized deep convolutional nets

Reference 6

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Observation 7a12ac80-a314-4fbc-8270-c6428833e0bf · outbound

This paper cites Multi-label learning with incomplete class assignments.

The iNaturalist Sounds Dataset Multi-label learning with incomplete class assignments

Reference 7

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Observation cb68f0ea-de4c-42a6-b427-261b5bfe4b34 · outbound

This paper cites A dataset for benchmarking neotropical anuran calls identification in passive acoustic monitoring.

The iNaturalist Sounds Dataset A dataset for benchmarking neotropical anuran calls identification in passive acoustic monitoring

Reference 8

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Observation ff1a4727-dce1-4854-a57a-9ee50d07856d · outbound

This paper cites VGGSound: A large-scale audio- visual dataset.

The iNaturalist Sounds Dataset VGGSound: A large-scale audio- visual dataset

Reference 9

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Observation 9c79e4af-b853-4a00-85f9-50cbffa21cd0 · outbound

This paper cites Convolutional recurrent neural networks for music classification.

The iNaturalist Sounds Dataset Convolutional recurrent neural networks for music classification

Reference 10

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source=pdf_text observed=2026-08-07T12:12:04.642730Z digest=sha256:9bcaa7186c26de7f11987dcbfa8c8013d0c412ef02bd1c212cc6807e7f9d326f

Observation 61c1f781-e72e-463b-abec-0ef45f6c42b3 · outbound

This paper cites An annotated set of audio recordings of eastern north american birds containing frequency, time, and species information, 2021.

The iNaturalist Sounds Dataset An annotated set of audio recordings of eastern north american birds containing frequency, time, and species information, 2021

Reference 11

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Observation e808a306-0cc9-4f53-bba5-513def35beb1 · outbound

This paper cites A collection of fully-annotated soundscape recordings from the southern sierra nevada mountain range.

The iNaturalist Sounds Dataset A collection of fully-annotated soundscape recordings from the southern sierra nevada mountain range

Reference 12

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Observation 8ee67c2d-1575-4355-97b4-c25db4306e3d · outbound

This paper cites Multi-label learning from single positive labels.

The iNaturalist Sounds Dataset Multi-label learning from single positive labels

Reference 13

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Observation 2111f9ba-e057-4fbe-a13d-690c4a21a94c · outbound

This paper cites Spatial implicit neural representations for global-scale species mapping.

The iNaturalist Sounds Dataset Spatial implicit neural representations for global-scale species mapping

Reference 14

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Observation dfc7012c-42b6-4224-a5bb-9ade37867fe1 · outbound

This paper cites Chirping up the right tree: Incorporating biological taxonomies into deep bioacoustic classifiers.

The iNaturalist Sounds Dataset Chirping up the right tree: Incorporating biological taxonomies into deep bioacoustic classifiers

Reference 15

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Observation b0133864-889f-43dd-871e-f6bb2d1b887c · outbound

This paper cites https://dcase.community/, 2024.

The iNaturalist Sounds Dataset https://dcase.community/, 2024

Reference 16

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Observation 49ad595e-1a96-485a-8c8a-0b34744200d1 · outbound

This paper cites FMA: A Dataset For Music Analysis.

The iNaturalist Sounds Dataset FMA: A Dataset For Music Analysis

Reference 17

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Observation 66a07c1f-b53b-43ce-9ba2-8e043bed0387 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

The iNaturalist Sounds Dataset Imagenet: A large-scale hierarchical image database

Reference 18

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Observation e74bb99d-337a-43f1-bfb1-a49d7f75e8c3 · outbound

This paper cites Audio Retrieval with WavText5K and CLAP Training.

The iNaturalist Sounds Dataset Audio Retrieval with WavText5K and CLAP Training

Reference 19

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Observation 32b862ee-8a63-4db9-8ae5-a4aaac7d23e0 · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

The iNaturalist Sounds Dataset An image is worth 16x16 words: Transformers for image recognition at scale

Reference 20

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Observation 6660c136-9008-4dbf-98c9-867b1b321125 · outbound

This paper cites Clotho: An audio captioning dataset.

The iNaturalist Sounds Dataset Clotho: An audio captioning dataset

Reference 21

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Observation 6dc26e09-8a55-43a1-a56f-419322d33567 · outbound

This paper cites Clap learning audio concepts from natural language supervision.

The iNaturalist Sounds Dataset Clap learning audio concepts from natural language supervision

Reference 22

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Observation 87098ca1-5ea3-40d5-babd-fa8864a28b7a · outbound

This paper cites Neural audio synthesis of musical notes with wavenet autoencoders.

The iNaturalist Sounds Dataset Neural audio synthesis of musical notes with wavenet autoencoders

Reference 23

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Observation 0d417204-beec-4433-a752-6cbee6064fec · outbound

This paper cites Fsd50k: an open dataset of human-labeled sound events.

The iNaturalist Sounds Dataset Fsd50k: an open dataset of human-labeled sound events

Reference 24

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Observation 74d9ef5b-0ad2-4b7b-9341-508d1af67621 · outbound

This paper cites https://freesound.org/, 2024.

The iNaturalist Sounds Dataset https://freesound.org/, 2024

Reference 25

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Observation a3eb7bd1-3da2-4248-9e95-179bcd15cf86 · outbound

This paper cites https://labs.freesound.org/datasets/, 2024.

The iNaturalist Sounds Dataset https://labs.freesound.org/datasets/, 2024

Reference 26

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Observation f671c60e-ef10-46a4-ab24-423ca799db21 · outbound

This paper cites Gemmeke, Daniel P.

The iNaturalist Sounds Dataset Gemmeke, Daniel P

Reference 27

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Observation 99579a8d-d606-41bc-a2d9-6d65b565d993 · outbound

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

The iNaturalist Sounds Dataset Global birdsong embeddings enable superior transfer learning for bioacoustic classification

Reference 28

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Observation 4765da20-ac99-4da3-ae6f-b8765454236d · outbound

This paper cites Aves: Animal vocalization encoder based on self-supervision.

The iNaturalist Sounds Dataset Aves: Animal vocalization encoder based on self-supervision

Reference 29

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Observation 4f1f74a0-61f0-49ab-b2d3-b02814fb844a · outbound

This paper cites Beans: The benchmark of animal sounds.

The iNaturalist Sounds Dataset Beans: The benchmark of animal sounds

Reference 30

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Observation 8d2b7d40-4ac4-425e-85f8-7186443bd2bd · outbound

This paper cites Deep residual learning for image recognition.

The iNaturalist Sounds Dataset Deep residual learning for image recognition

Reference 31

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Observation 8323e412-9360-4975-85db-8562539f726d · outbound

This paper cites A new benchmark and approach for fine-grained cross-media retrieval.

The iNaturalist Sounds Dataset A new benchmark and approach for fine-grained cross-media retrieval

Reference 32

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Observation 2480e46f-0116-4735-aa28-5878fa3a443d · outbound

This paper cites Alexander Hopping, Stefan Kahl, and Holger Klinck.

The iNaturalist Sounds Dataset Alexander Hopping, Stefan Kahl, and Holger Klinck

Reference 33

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Observation 49983841-9ac8-4bd8-93e3-748260d8f7db · outbound

This paper cites Meta-learning in neural networks: A survey.

The iNaturalist Sounds Dataset Meta-learning in neural networks: A survey

Reference 34

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Observation 61be1afa-2af7-475e-854e-e8906af8ec46 · outbound

This paper cites Searching for mobilenetv3.

The iNaturalist Sounds Dataset Searching for mobilenetv3

Reference 35

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Observation 9fb73331-0f51-4626-8f57-5d03cee6a4ed · outbound

This paper cites https://www.inaturalist.org, 2024.

The iNaturalist Sounds Dataset https://www.inaturalist.org, 2024

Reference 36

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation ff93cb38-5239-4def-a3e2-f4b4345a309f · outbound

This paper cites Spatial transformer networks.

The iNaturalist Sounds Dataset Spatial transformer networks

Reference 37

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Observation 8edfc603-41b9-4596-ab17-22df2cb5f82f · outbound

This paper cites Cochlscene: Acquisition of acoustic scene data using crowdsourcing.

The iNaturalist Sounds Dataset Cochlscene: Acquisition of acoustic scene data using crowdsourcing

Reference 38

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Observation d291d6a1-5549-4c1b-aba7-4f89dd1be42c · outbound

This paper cites Learning visual features from large weakly supervised data.

The iNaturalist Sounds Dataset Learning visual features from large weakly supervised data

Reference 39

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation bc978da1-7358-4977-abe0-bbb92046649c · outbound

This paper cites Birdnet: A deep learning solution for avian diversity monitoring.

The iNaturalist Sounds Dataset Birdnet: A deep learning solution for avian diversity monitoring

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:26.824664Z

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.

source=pdf_text observed=2026-08-07T12:12:07.859264Z digest=sha256:d31eacadde03934b7fc0f44b5ee5ab1d38e6f8d15a58e08c756f6b9196b399ee

Observation 01e74db1-7eb3-4876-9425-888db6d58a56 · outbound

This paper cites A collection of fully-annotated soundscape recordings from the northeastern united states, august 2022a.

The iNaturalist Sounds Dataset A collection of fully-annotated soundscape recordings from the northeastern united states, august 2022a

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:26.668923Z

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.

source=pdf_text observed=2026-08-07T12:12:07.996457Z digest=sha256:b2e92c3c3e3961581810f43348f14566de2ec8aebf9fb1f80d3193fbc320a6b1

Observation 129e2be3-04e9-4a5f-beb9-f244bfcb75d2 · outbound

This paper cites Wood, Philip Chaon, M.

The iNaturalist Sounds Dataset Wood, Philip Chaon, M

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:26.528834Z

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.

source=pdf_text observed=2026-08-07T12:12:08.099098Z digest=sha256:4ce42865afe03310892e8686ad0deec47450468e9110dca733c99cf68dec2ce3

Observation 4a1d05fe-7738-487d-84bf-9d7a0a00d77e · outbound

This paper cites Slow-fast auditory streams for audio recognition.

The iNaturalist Sounds Dataset Slow-fast auditory streams for audio recognition

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:26.415208Z

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.

source=pdf_text observed=2026-08-07T12:12:08.244823Z digest=sha256:497a326c47b322e8930658b18774297322cbd767c1bc17735a28de34a7ec858e

Observation 8fbc6f5c-5d8c-4322-83f8-7c02d4ecd02a · outbound

This paper cites Audiocaps: Generating captions for audios in the wild.

The iNaturalist Sounds Dataset Audiocaps: Generating captions for audios in the wild

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:26.250667Z

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.

source=pdf_text observed=2026-08-07T12:12:08.327483Z digest=sha256:7572508c271e2f1040391f02a96048448f333d0a5a56c7403a488d2975a71135

Observation 21780237-dbee-4797-97e0-382c23bd921b · outbound

This paper cites Expanding neon biodiversity surveys with new instrumentation and machine learning approaches.

The iNaturalist Sounds Dataset Expanding neon biodiversity surveys with new instrumentation and machine learning approaches

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:26.077371Z

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.

source=pdf_text observed=2026-08-07T12:12:08.426011Z digest=sha256:60b4614f5ac1efc0cff721119609a0e4522cb5a1f1e09cf2f1b9484bd46cdd41

Observation b49d63f0-d225-41ac-90c9-268d86b7b672 · outbound

This paper cites Birdclef 2024, 2024.

The iNaturalist Sounds Dataset Birdclef 2024, 2024

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:25.823881Z

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.

source=pdf_text observed=2026-08-07T12:12:08.502259Z digest=sha256:f45b92014a96abac54bac934e49878ef9e176da0876a5b84938405cd87efc7e9

Observation 78ca00ed-4d95-4eeb-8914-d9ac8b970d62 · outbound

This paper cites Audio retrieval with natural language queries: A benchmark study.

The iNaturalist Sounds Dataset Audio retrieval with natural language queries: A benchmark study

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:25.673442Z

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.

source=pdf_text observed=2026-08-07T12:12:08.650430Z digest=sha256:96eae2ee36cc1859d9cbee5ba059d3cf8d34120ef1090e3d4e7d781a5f401aaf

Observation 7892523e-cf78-4b64-8f52-edb73a88d3ca · outbound

This paper cites Whittlesearch: Image search with relative attribute feedback.

The iNaturalist Sounds Dataset Whittlesearch: Image search with relative attribute feedback

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:25.568091Z

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.

source=pdf_text observed=2026-08-07T12:12:08.753550Z digest=sha256:d5f3f0e78f53a575588a30aa375af9ed934909cf6234ce4d4ec01a3ae6625e9a

Observation 38115d19-b5f1-47e3-aff2-72e4baa52e4a · outbound

This paper cites The unreasonable effectiveness of noisy data for fine-grained recognition.

The iNaturalist Sounds Dataset The unreasonable effectiveness of noisy data for fine-grained recognition

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:25.419717Z

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.

source=pdf_text observed=2026-08-07T12:12:08.902349Z digest=sha256:4b67a81777b04cf0d3059f2e285a3a20d60ff2eca9e293fb86a59ff36dbcb721

Observation 2bb2981c-5a69-474b-91dd-300ebcb5ec7d · outbound

This paper cites Exploiting weakly supervised visual patterns to learn from partial annotations.

The iNaturalist Sounds Dataset Exploiting weakly supervised visual patterns to learn from partial annotations

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:25.277301Z

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.

source=pdf_text observed=2026-08-07T12:12:09.085057Z digest=sha256:3765282538718de49f9b718bbe8ca8463700c9071bc663323724ed0bc017cb5b

Observation 44955eda-30d1-4567-aef3-eb46ccb0fdb8 · outbound

This paper cites Active learning-based species range estimation.

The iNaturalist Sounds Dataset Active learning-based species range estimation

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:25.142109Z

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.

source=pdf_text observed=2026-08-07T12:12:09.245076Z digest=sha256:58bd0d3f254a919c94407b4f64de269fcf4c8610b5f5de727810a2c030071101

Observation d81f9a79-cd2c-4146-b839-13b3c2243cae · outbound

This paper cites Meta-learning with differen- tiable convex optimization.

The iNaturalist Sounds Dataset Meta-learning with differen- tiable convex optimization

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:25.020239Z

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.

source=pdf_text observed=2026-08-07T12:12:09.391532Z digest=sha256:6d5e2fc9e1f9df950774502eb518363145c2b8045f091630d3b5ec17d278a59f

Observation c800f20e-ab13-490f-ad7b-94148d15df23 · outbound

This paper cites Integrating new technologies to broaden the scope of northern spotted owl monitoring and linkage with usda forest inventory data.

The iNaturalist Sounds Dataset Integrating new technologies to broaden the scope of northern spotted owl monitoring and linkage with usda forest inventory data

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:24.881618Z

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.

source=pdf_text observed=2026-08-07T12:12:09.592015Z digest=sha256:f4166c9a9c60806fe863f5c50aa189c94ad0f781c2289877be8a5d8a1c490b22

Observation f5a41d4a-c2f7-447a-b1fe-177add36e004 · outbound

This paper cites https://www.imageclef.org/LifeCLEF, 2024.

The iNaturalist Sounds Dataset https://www.imageclef.org/LifeCLEF, 2024

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:24.739617Z

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.

source=pdf_text observed=2026-08-07T12:12:09.738496Z digest=sha256:ed980f812231a903103853e48d2e4014e2e8aff475f597dd465f10fb383bae90

Observation 419f7345-4345-4007-9f22-7603d307db8a · outbound

This paper cites Bilinear cnn models for fine-grained visual recognition.

The iNaturalist Sounds Dataset Bilinear cnn models for fine-grained visual recognition

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:24.623253Z

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.

source=pdf_text observed=2026-08-07T12:12:09.896605Z digest=sha256:0d1a326269aefa66394b2350ac46b1d79f10f93bddb98c9436294e2accc0f327

Observation 6644df68-1c33-4db2-b737-814382df00d9 · outbound

This paper cites Clotho-aqa: A crowdsourced dataset for audio question answering.

The iNaturalist Sounds Dataset Clotho-aqa: A crowdsourced dataset for audio question answering

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:24.507564Z

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.

source=pdf_text observed=2026-08-07T12:12:10.049891Z digest=sha256:85d177d5512b4faa698430fe6306c1a16d64b7df8200232f3e634e0e5d732b62

Observation 1d6d1fde-ad1d-4581-b63c-218aac638acf · outbound

This paper cites iNaturalist Observation Accuracy Experiment (0.3), 2024.

The iNaturalist Sounds Dataset iNaturalist Observation Accuracy Experiment (0.3), 2024

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:24.395660Z

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.

source=pdf_text observed=2026-08-07T12:12:10.207465Z digest=sha256:412163080c1c76e4cfe1fc42c67b1c5275a62d1afd745860c9383711a6a5dac6

Observation b071642e-3712-46e9-a883-7610f6c76e01 · outbound

This paper cites Birdvox- full-night: A dataset and benchmark for avian flight call detection.

The iNaturalist Sounds Dataset Birdvox- full-night: A dataset and benchmark for avian flight call detection

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:24.256043Z

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.

source=pdf_text observed=2026-08-07T12:12:10.378141Z digest=sha256:04d1091fd738a810993dcd5e3d87de1884ca10372ad5271ab76875b9b695537a

Observation 40195d35-bf45-483a-b085-75f84f7a9052 · outbound

This paper cites Building naturalistic emotionally balanced speech corpus by retrieving emotional speech from existing podcast recordings.

The iNaturalist Sounds Dataset Building naturalistic emotionally balanced speech corpus by retrieving emotional speech from existing podcast recordings

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-07T12:12:10.542820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:12:10.542820Z digest=sha256:da18ab423eee6dbac686b44b99138a9d0145034b6f3bf2ae8741c6b4e9882aa7

Observation 267ebfdf-b239-4951-8185-fd248ce5585f · outbound

This paper cites Teaching categories to human learners with visual explanations.

The iNaturalist Sounds Dataset Teaching categories to human learners with visual explanations

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:24.111115Z

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.

source=pdf_text observed=2026-08-07T12:12:10.726810Z digest=sha256:f84c27a53bbf6881f534291cf3b4b2356edf695aebca6270ba764dc6a214fd58

Observation 62215056-669d-4a5c-be06-808bb315bbd4 · outbound

This paper cites Presence-only geographical priors for fine-grained image classification.

The iNaturalist Sounds Dataset Presence-only geographical priors for fine-grained image classification

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:23.934772Z

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.

source=pdf_text observed=2026-08-07T12:12:10.809662Z digest=sha256:2f511805c83ba5339d3465f21cc28b465eb16d780ee76600242dc3d6d8f54200

Observation 27c7d193-fca2-4f89-a309-9dd1762f13f4 · outbound

This paper cites https://www.macaulaylibrary.org, 2024.

The iNaturalist Sounds Dataset https://www.macaulaylibrary.org, 2024

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:23.739594Z

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.

source=pdf_text observed=2026-08-07T12:12:10.932959Z digest=sha256:66bd51db15c67bd15a2b5604a84cc9084036808f26688e6d8717fb8bfd310ecb

Observation 83e887b1-d82c-4e50-91f4-b90c834cd6a5 · outbound

This paper cites Exploring the limits of weakly supervised pretraining.

The iNaturalist Sounds Dataset Exploring the limits of weakly supervised pretraining

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:23.579708Z

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.

source=pdf_text observed=2026-08-07T12:12:11.092638Z digest=sha256:d360b4379b185ed5e179e29b72a8b03acfb85ffda67c08c9793b0e49935184b4

Observation 7f7defe8-e4d9-4e1a-8876-7b69d8652b81 · outbound

This paper cites Fine-Grained Visual Classification of Aircraft.

The iNaturalist Sounds Dataset Fine-Grained Visual Classification of Aircraft

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-07T12:12:11.228840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:12:11.228840Z digest=sha256:3ed9b4699fb2f2ae1b2605c75901d1f4c4102cbec67383475a0461d55696e6a0

Observation be3e451b-09e7-464f-a5fa-11340c8ffd79 · outbound

This paper cites What is the ground truth? reliability of multi-annotator data for audio tagging.

The iNaturalist Sounds Dataset What is the ground truth? reliability of multi-annotator data for audio tagging

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:23.427807Z

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.

source=pdf_text observed=2026-08-07T12:12:11.431944Z digest=sha256:ee2603fc35559e587b920646ebc03b8754e59dc9006e45b589638ae880a18047

Observation 2d906e0d-a265-47eb-ac71-106c5ba237b5 · outbound

This paper cites WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research.

The iNaturalist Sounds Dataset WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T12:12:11.617545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:12:11.617545Z digest=sha256:a9d46ca672bfa482f3f4b5e193d49069ef53661484224547c1b0d4fd24fd8fed

Observation ec7119d6-41a1-4bbe-b8d7-1adb007af339 · outbound

This paper cites https://merlin.allaboutbirds.org/sound-id/, 2024.

The iNaturalist Sounds Dataset https://merlin.allaboutbirds.org/sound-id/, 2024

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:23.235720Z

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.

source=pdf_text observed=2026-08-07T12:12:11.770329Z digest=sha256:a5c09b7966261cf82d0c1f53100933fec7e1f79c00dc6a052f8adff53042f4d8

Observation 8f68410c-ede9-4226-9d4b-32dbfbfd3c6e · outbound

This paper cites Mesaros, T.

The iNaturalist Sounds Dataset Mesaros, T

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:23.063074Z

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.

source=pdf_text observed=2026-08-07T12:12:11.983939Z digest=sha256:4676c61a0dc22b0963631012369d613202781a7ca3fa1006451dcba998466b80

Observation 4f37a2af-8cd0-49dd-a863-c5e0495e6327 · outbound

This paper cites Nips4bplus: a richly annotated birdsong audio dataset.

The iNaturalist Sounds Dataset Nips4bplus: a richly annotated birdsong audio dataset

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-07T12:12:12.138181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:12:12.138181Z digest=sha256:0617257f74b0caf8347a6f6123cca09f341afb18448ab0748fc6c75cc364a106

Observation b11e4fc0-ac9e-4f44-9cb9-09263aca120c · outbound

This paper cites A collection of fully-annotated soundscape recordings from the island of hawaii.

The iNaturalist Sounds Dataset A collection of fully-annotated soundscape recordings from the island of hawaii

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:22.919452Z

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.

source=pdf_text observed=2026-08-07T12:12:12.294664Z digest=sha256:92e6d95a308be346ffe65ac36b6eea2a380fe63fe1a556e485e03b91e8d6c574

Observation eec9fb7b-751b-4b90-83c1-c22c096089bd · outbound

This paper cites A visual vocabulary for flower classification.

The iNaturalist Sounds Dataset A visual vocabulary for flower classification

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:22.759399Z

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.

source=pdf_text observed=2026-08-07T12:12:12.441775Z digest=sha256:ab6841fd177d3e3659351bc789d143a1552e5205cf5dee98dc6b9b3b7e2956a4

Observation 7e97b976-e419-4b53-8743-ecc94a841081 · outbound

This paper cites Recurrent neural networks for polyphonic sound event detection in real life recordings.

The iNaturalist Sounds Dataset Recurrent neural networks for polyphonic sound event detection in real life recordings

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:22.605261Z

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.

source=pdf_text observed=2026-08-07T12:12:12.610509Z digest=sha256:b7948685f334447440b4abf3296fbf7457e17e87b57f6f570a8f8d203020765d

Observation 0edeb5a5-3fb0-41be-b637-e287ca546988 · outbound

This paper cites Specaugment: A simple data augmentation method for automatic speech recognition.

The iNaturalist Sounds Dataset Specaugment: A simple data augmentation method for automatic speech recognition

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:22.433057Z

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.

source=pdf_text observed=2026-08-07T12:12:12.767674Z digest=sha256:cbea1f880629f154c2377a5375f7c470af4c177e31a3ce3d505c8ab525f71cf1

Observation 93dadf24-372d-418a-a42c-3a9bfd8ff93f · outbound

This paper cites Study of positional encoding approaches for audio spectrogram transformers.

The iNaturalist Sounds Dataset Study of positional encoding approaches for audio spectrogram transformers

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:22.275926Z

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.

source=pdf_text observed=2026-08-07T12:12:12.882490Z digest=sha256:4e6280e4e102155d0ab1e13f1d1387c281e2c4013919ded23722542d83047d13

Observation e00cad95-108f-406f-be15-6fe081afac7f · outbound

This paper cites Esc: Dataset for environmental sound classification.

The iNaturalist Sounds Dataset Esc: Dataset for environmental sound classification

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:22.095843Z

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.

source=pdf_text observed=2026-08-07T12:12:13.079640Z digest=sha256:52cad1b1aa77b00416b3dceab69b4afb9204b611446557a6a31b0418296f870e

Observation a697153e-9716-4d59-805b-fa1de5b2fffa · outbound

This paper cites Soundscape ecology: the science of sound in the landscape.

The iNaturalist Sounds Dataset Soundscape ecology: the science of sound in the landscape

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:21.939573Z

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.

source=pdf_text observed=2026-08-07T12:12:13.200540Z digest=sha256:e008a2f828b731cf5fed72587be613e916287a406e8a75088273b1995b649e46

Observation 08cbe19a-afec-47a9-93eb-ee42b94ebd1b · outbound

This paper cites MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations.

The iNaturalist Sounds Dataset MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations

Reference 77

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no resolver link, observed 2026-08-07T12:12:13.361772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f79468c9-d1e5-4f7d-a344-74d16ae2488b · outbound

This paper cites BirdSet: A Large-Scale Dataset for Audio Classification in Avian Bioacoustics.

The iNaturalist Sounds Dataset BirdSet: A Large-Scale Dataset for Audio Classification in Avian Bioacoustics

Reference 78

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no resolver link, observed 2026-08-07T12:12:13.557507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 88888214-f976-4f5f-b6be-b65919d61139 · outbound

This paper cites An automatic classifier of bat sonotypes around the world.

The iNaturalist Sounds Dataset An automatic classifier of bat sonotypes around the world

Reference 79

Resolution
verified fuzzy
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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.

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Observation c3bd91fa-1949-44a7-98ff-e53aba499e03 · outbound

This paper cites A dataset and taxonomy for urban sound research.

The iNaturalist Sounds Dataset A dataset and taxonomy for urban sound research

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:21.572445Z

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.

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Observation 424243c3-b14d-47ce-b0c1-9596f281ab3f · outbound

This paper cites Towards the automatic classification of avian flight calls for bioacoustic monitoring.

The iNaturalist Sounds Dataset Towards the automatic classification of avian flight calls for bioacoustic monitoring

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:21.407763Z

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.

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Observation 1c6025e9-6525-4d59-a27b-f73f1ddbdacd · outbound

This paper cites Prototypical networks for few-shot learning.

The iNaturalist Sounds Dataset Prototypical networks for few-shot learning

Reference 82

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unresolved
no resolver link, observed 2026-08-07T12:12:14.163530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3bf8a9ad-78a3-488b-80d2-ebd93e8d075a · outbound

This paper cites Multi-label learning with weak label.

The iNaturalist Sounds Dataset Multi-label learning with weak label

Reference 83

Resolution
verified fuzzy
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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.

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Observation 10ed8aec-17d6-412e-93fc-8314496c5b62 · outbound

This paper cites Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results.Advances in neural information processing systems, 30, 2017.

The iNaturalist Sounds Dataset Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results.Advances in neural information processing systems, 30, 2017

Reference 84

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unresolved
no resolver link, observed 2026-08-07T12:12:14.356502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:12:14.356502Z digest=sha256:303f848e07124292c876ebcb2038d1633ea440e75d9bd895bd07048b2a222ba3

Observation b21ea80e-6cba-43a2-9f6d-cccb6a2ef7ed · outbound

This paper cites Classification of acoustic events using svm-based clustering schemes.

The iNaturalist Sounds Dataset Classification of acoustic events using svm-based clustering schemes

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:21.049747Z

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.

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Observation 643aef9b-21be-47a7-b499-affccbe66ff1 · outbound

This paper cites Perspectives in machine learning for wildlife conservation.

The iNaturalist Sounds Dataset Perspectives in machine learning for wildlife conservation

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:20.908328Z

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.

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Observation 5536522e-0ab6-4d5d-9ae4-17c6dd38e7a9 · outbound

This paper cites Building a bird recognition app and large scale dataset with citizen scientists: The fine print in fine-grained dataset collection.

The iNaturalist Sounds Dataset Building a bird recognition app and large scale dataset with citizen scientists: The fine print in fine-grained dataset collection

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:20.742076Z

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.

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Observation 111ee493-d4d5-4778-ba22-91fa3f6d7473 · outbound

This paper cites Benchmarking representation learning for natural world image collections.

The iNaturalist Sounds Dataset Benchmarking representation learning for natural world image collections

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:20.555734Z

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.

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Observation e294962c-91a8-46b0-9478-76e0df475789 · outbound

This paper cites Exploring fine-grained audiovisual categorization with the SSW60 dataset.

The iNaturalist Sounds Dataset Exploring fine-grained audiovisual categorization with the SSW60 dataset

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:20.365029Z

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.

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Observation d11ba300-8c9c-4fc3-a7f7-13ea559b685d · outbound

This paper cites Understanding objects in detail with fine-grained attributes.

The iNaturalist Sounds Dataset Understanding objects in detail with fine-grained attributes

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:20.156967Z

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.

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Observation 1f529dbc-4b8c-41a3-943a-eabadaa4e1a1 · outbound

This paper cites A collection of fully-annotated soundscape recordings from neotropical coffee farms in colombia and costa rica.

The iNaturalist Sounds Dataset A collection of fully-annotated soundscape recordings from neotropical coffee farms in colombia and costa rica

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:19.960453Z

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.

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Observation b9768811-1303-4817-bef2-42bee0aac3f7 · outbound

This paper cites Audio Transformers.

The iNaturalist Sounds Dataset Audio Transformers

Reference 92

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:12:16.963449Z

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.

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Observation 480ccd47-86ce-475a-bab2-dd921245f6a5 · outbound

This paper cites Towards automatic bird detection: An annotated and segmented acoustic dataset of seven picidae species.

The iNaturalist Sounds Dataset Towards automatic bird detection: An annotated and segmented acoustic dataset of seven picidae species

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:19.793100Z

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.

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Observation 0c041cc8-3e22-445c-b421-dbd87565e7da · outbound

This paper cites an unresolved cited work.

The iNaturalist Sounds Dataset Unresolved cited work

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-07T12:12:15.279764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6322413d-bc1b-4c1f-8b0f-0af3870b9f3b · outbound

This paper cites Early detection of rapid barred owl population growth within the range of the california spotted owl advises the precautionary principle.

The iNaturalist Sounds Dataset Early detection of rapid barred owl population growth within the range of the california spotted owl advises the precautionary principle

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:19.597305Z

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.

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Observation f8f708d7-1c81-4c4a-97af-9b5f1f2bd6f0 · outbound

This paper cites https://xeno-canto.org, 2024.

The iNaturalist Sounds Dataset https://xeno-canto.org, 2024

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:19.428406Z

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.

source=pdf_text observed=2026-08-07T12:12:15.490596Z digest=sha256:66c579d01e0335796ef06183b14899d6e83c86d9e73c38c0e8de7a9b06367778

Observation 02c7c0df-bb2b-43fb-bd43-6fe2a1dc43dd · outbound

This paper cites Zero-shot learning—a compre- hensive evaluation of the good, the bad and the ugly.

The iNaturalist Sounds Dataset Zero-shot learning—a compre- hensive evaluation of the good, the bad and the ugly

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:19.209835Z

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.

source=pdf_text observed=2026-08-07T12:12:15.585038Z digest=sha256:df8f1b1a4d49e57b1a0508dca2834173dafb91d675fa1fd3f8057d666448c4cf

Observation 4932e04e-7304-4d1d-9cf1-7dac0c7c270d · outbound

This paper cites Large-scale weakly supervised audio classification using gated convolutional neural network.

The iNaturalist Sounds Dataset Large-scale weakly supervised audio classification using gated convolutional neural network

Reference 98

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:19.036543Z

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.

source=pdf_text observed=2026-08-07T12:12:15.680706Z digest=sha256:8bf256f887184f6f281e1e217334937c52933badb2fceae612135f267a3c106f

Observation 8e7067be-5ebc-4187-8565-d3152bfddf84 · outbound

This paper cites Automated classification of avian vocal activity using acoustic indices in regional and heterogeneous datasets.

The iNaturalist Sounds Dataset Automated classification of avian vocal activity using acoustic indices in regional and heterogeneous datasets

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:12:18.888233Z

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.

source=pdf_text observed=2026-08-07T12:12:15.752853Z digest=sha256:e81c53bdcce94e0715194a2fa2d3c211e1a45b66665b7e8cab84a5fca73525ef

Observation 5de79592-b2c5-47ef-9932-ac46c0feba49 · outbound

This paper cites MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion Videos.

The iNaturalist Sounds Dataset MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion Videos

Reference 100

Resolution
unresolved
no resolver link, observed 2026-08-07T12:12:15.850511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:12:15.850511Z digest=sha256:d28da97094f1bb04d1ad87a6c9508850ec3f65d07e0704daa2b5170d45ccc705

Pith citing papers

Observation 40a3bce7-17f5-4857-907d-3f4cc83057b4 · inbound

Deformation Driven Suction Cups: A Mechanics-Based Approach to Wearable Electronics cites this paper.

Deformation Driven Suction Cups: A Mechanics-Based Approach to Wearable Electronics The iNaturalist Sounds Dataset

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-05T19:46:45.841447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T19:46:45.841447Z digest=sha256:e42fd17d7724d388e5d7605d6a766b6862f644c5456df98e95c16f2541aba2be

Observation 89f30181-bb29-4d62-b4bf-65898ca00f64 · inbound

AVEX: What Matters for Animal Vocalization Encoding cites this paper.

AVEX: What Matters for Animal Vocalization Encoding The iNaturalist Sounds Dataset

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-18T22:16:51.733077Z

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.

source=pdf_text observed=2026-05-18T22:15:48.885339Z digest=sha256:969913fafc99e15275c8e96004fcd224d44bd94185743fa220e593f77058aa69