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Paper Citation Record · LEDGER

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge

As of 5 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 2 inbound Pith citation observations for arXiv:2505.01747.

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

pith.paper-citation-record.v1
2505.01747 v2

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-22T16:43:39.849994Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T19:27:42.773478Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-22T16:44:59.825477Z

Reference resolution

32 of 32 outbound references displayed

  • verified exact0
  • verified fuzzy29
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fc183e59-e940-43cf-aecc-ec14ecbc7550 · outbound

This paper cites Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 9bad7d46-5351-409f-a686-585c20f5f3d7 · outbound

This paper cites The most commonly used meth- ods in 2023 and 2024 were augmentation-based methods, such as Freq-MixStyle [7,8] and device impulse response augmentation [9].

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge The most commonly used meth- ods in 2023 and 2024 were augmentation-based methods, such as Freq-MixStyle [7,8] and device impulse response augmentation [9]

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 9a7d6cbc-d9d3-4c9e-acbc-35aacf8d8a9a · outbound

This paper cites However, this year’s setup introduces key variations to the handling of device mismatch and transfer learning.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge However, this year’s setup introduces key variations to the handling of device mismatch and transfer learning

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation 061aacd4-132c-4d8e-aa7e-1aa8f54eb02b · outbound

This paper cites It employs a receptive-field-regularized, factorized CNN architecture.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge It employs a receptive-field-regularized, factorized CNN architecture

Reference 4

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verified fuzzy
raw_fallback, observed 2026-05-22T16:45:00.420560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:0e34e06ca1b477c810e547478ebf4b16edc8192f67d48580b7212ecce253c58c

Observation a0285b7a-8b22-4c2f-8bb9-cb777c1adc8c · outbound

This paper cites an unresolved cited work.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Unresolved cited work

Reference 5

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unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation bc3acd73-b2a8-4240-b608-96ac52dc9a4f · outbound

This paper cites Building on previous editions, we con- tinue to address challenges such as low-complexity constraints, de- vice mismatch, and data scarcity.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Building on previous editions, we con- tinue to address challenges such as low-complexity constraints, de- vice mismatch, and data scarcity

Reference 6

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raw_fallback, observed 2026-05-22T16:45:00.370865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:22c54f16653e3ac31f864c7ea94f5a424297c2c8b9c9551786e9459e5e2803f7

Observation e2f2464e-b5a9-466d-ad58-1affc41188de · outbound

This paper cites an unresolved cited work.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Unresolved cited work

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

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Observation e05ea427-73e0-406e-9593-078ce62a7cd1 · outbound

This paper cites Approaches to complex sound scene analysis.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Approaches to complex sound scene analysis

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:e041ec87428206eec0947b310c0025f14533ed4cb6cd58fd0ba2fd0c4b476ae2

Observation 4e5706f0-32f8-46c6-b73c-8903ab2be2e4 · outbound

This paper cites Acoustic scene classifica- tion in DCASE 2020 challenge: Generalization across devices and low complexity solutions.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Acoustic scene classifica- tion in DCASE 2020 challenge: Generalization across devices and low complexity solutions

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:2411346c958ab3c3192b646db4d3a14035e4ca8cbdb5d33e7e31e6ccf4f8b143

Observation b478b2f8-c023-4598-a0ec-1e1edaca75d6 · outbound

This paper cites Low- complexity acoustic scene classification for multi-device audio: Anal- ysis of DCASE 2021 challenge systems.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Low- complexity acoustic scene classification for multi-device audio: Anal- ysis of DCASE 2021 challenge systems

Reference 10

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raw_fallback, observed 2026-05-22T16:45:00.428808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:f09679e9f46e5703917183781d138cc01dc4c3323db6446945c5d8c97a43e47b

Observation 7d4412e7-f70e-4450-9acb-d68a6f2bebdf · outbound

This paper cites Low-complexity acoustic scene classification in DCASE 2022 challenge.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Low-complexity acoustic scene classification in DCASE 2022 challenge

Reference 11

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raw_fallback, observed 2026-05-22T16:45:00.349676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:3001593a31478b04bbd9764d75f40679d0873cda57c993354672143a564c8b2b

Observation 31029148-26c4-40ef-8b93-af1e15e7cc83 · outbound

This paper cites Data-efficient low-complexity acoustic scene classification in the DCASE 2024 challenge.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Data-efficient low-complexity acoustic scene classification in the DCASE 2024 challenge

Reference 12

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raw_fallback, observed 2026-05-22T16:45:00.407716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:bab2feb7666a3a37210c6d6bc8ba0caa2da57f6a9f0e33e72b592a3047436d1c

Observation 3fc8b267-3599-4811-b783-35036c20cb94 · outbound

This paper cites A multi-device dataset for urban acoustic scene classification.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge A multi-device dataset for urban acoustic scene classification

Reference 13

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verified fuzzy
raw_fallback, observed 2026-05-22T16:45:00.366911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:eb39fa1a0564dcc8054d76b2567e33398b245afe571f1d8ddbdc8832342e0919

Observation 87cb16f5-9faf-4f03-9d73-63dcba3b0f6a · outbound

This paper cites Domain generalization with relaxed instance frequency-wise normalization for multi-device acoustic scene classification.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Domain generalization with relaxed instance frequency-wise normalization for multi-device acoustic scene classification

Reference 14

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verified fuzzy
raw_fallback, observed 2026-05-22T16:45:00.377859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:97b2313debdeafd061b31e4b791d202e365fa6c0442cdf3f144be739d5817176

Observation 4187ad8c-e7d1-4a70-ba82-e76b52c54a35 · outbound

This paper cites CP-JKU submission to DCASE22: Distilling knowledge for low-complexity convolutional neural networks from a patchout audio transformer.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge CP-JKU submission to DCASE22: Distilling knowledge for low-complexity convolutional neural networks from a patchout audio transformer

Reference 15

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raw_fallback, observed 2026-05-22T16:45:00.404299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:d97593be3dbaefb924ff8c53de8e86befe57f2d73cba251eb947b33b1e38116a

Observation cf4cbeef-0cdb-4586-aec4-8ee66de2444d · outbound

This paper cites Device-robust acoustic scene classification via impulse response augmentation.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Device-robust acoustic scene classification via impulse response augmentation

Reference 16

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raw_fallback, observed 2026-05-22T16:45:00.423227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:5aaf94ef2f9d40b002a2be0bb629baddce0fb80571bfd598368435b264df0db2

Observation 80b0b636-31ac-4ef5-9368-b5a917f0080c · outbound

This paper cites Ascdomain: Domain invari- ant device-adversarial isotropic knowledge distillation convolutional neural architecture.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Ascdomain: Domain invari- ant device-adversarial isotropic knowledge distillation convolutional neural architecture

Reference 17

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raw_fallback, observed 2026-05-22T16:45:00.432608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:e5f35c6f71dda7e3183664bb5224b128a4154c3fe5c15cd05c299d3c5caf7adc

Observation 9d551ddb-a0b2-4226-9ad6-08a8ea96ab0c · outbound

This paper cites CP-JKU submissions to DCASE’20: Low-complexity cross-device acoustic scene classification with RF-regularized CNNs.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge CP-JKU submissions to DCASE’20: Low-complexity cross-device acoustic scene classification with RF-regularized CNNs

Reference 18

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verified fuzzy
raw_fallback, observed 2026-05-22T16:45:00.413443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:10cfb404516f7ba62de858dc58a8ee316d2ed25b9877abc4aff30d6fb2eee9f7

Observation 9c9f4448-8ec8-41f7-aeeb-1d7c2d1926c7 · outbound

This paper cites QTI submission to DCASE 2021: Residual normalization for device-imbalanced acoustic scene classification with efficient design.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge QTI submission to DCASE 2021: Residual normalization for device-imbalanced acoustic scene classification with efficient design

Reference 19

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verified fuzzy
raw_fallback, observed 2026-05-22T16:45:00.416884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:d2cad7fcfb95be636bcfb32424c137f64a8ab2c783c3bea05c8569a2eec1ef1a

Observation f6f78436-6dc4-4a7a-aaaf-9583ee155574 · outbound

This paper cites Hyu submis- sion for the DCASE 2022: Efficient fine-tuning method using device- aware data-random-drop for device-imbalanced acoustic scene classi- fication.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Hyu submis- sion for the DCASE 2022: Efficient fine-tuning method using device- aware data-random-drop for device-imbalanced acoustic scene classi- fication

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:3245d86004f6a6e8dac7ac4999d2c19ddc09299526d02c6df435ca78d6e85fdc

Observation 1522724e-d161-43d1-a9a7-ca5930ebb922 · outbound

This paper cites CPJKU submission to DCASE21: Cross-device audio scene classification with wide sparse frequency-damped CNNs.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge CPJKU submission to DCASE21: Cross-device audio scene classification with wide sparse frequency-damped CNNs

Reference 21

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verified fuzzy
raw_fallback, observed 2026-05-22T16:45:00.403551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:742e929a485a4c1b2e1f3e8ce8f152f474cfdcce5b644979f8c9485f583e4d88

Observation ce29be49-cc3d-4cac-958c-1d9b05dda495 · outbound

This paper cites Data-efficient acoustic scene classification via ensemble teachers distillation and pruning.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Data-efficient acoustic scene classification via ensemble teachers distillation and pruning

Reference 22

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raw_fallback, observed 2026-05-22T16:45:00.431563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:5e7e08e1e16fa5654475359ba496f83ce53b8784195862c00a50c4b459bb67ae

Observation ca255afd-7fe0-4c4a-b27b-650222a723ce · outbound

This paper cites A lottery ticket hy- pothesis framework for low-complexity device-robust neural acoustic scene classification.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge A lottery ticket hy- pothesis framework for low-complexity device-robust neural acoustic scene classification

Reference 23

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raw_fallback, observed 2026-05-22T16:45:00.429413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:dbcd0c7c8325fa3832d7c5b616dd63f26fd30888dc79d38abff1cc125fc1978f

Observation e63f4f8b-5530-4f6f-bd16-b8155ab0adb0 · outbound

This paper cites Low-complexity acoustic scene classification using blueprint separable convolution and knowledge distillation.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Low-complexity acoustic scene classification using blueprint separable convolution and knowledge distillation

Reference 24

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raw_fallback, observed 2026-05-22T16:45:00.388033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:5c8e0a3fbfa24ecac88b70bc8e0f4bd073e3b23d365e32d3f259aa71c3eeae0a

Observation b83263bd-87a9-4b3e-bd21-a5b391d28c7b · outbound

This paper cites DCASE2023 task1 sub- mission: Device simulation and time-frequency separable convolu- tion for acoustic scene classification.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge DCASE2023 task1 sub- mission: Device simulation and time-frequency separable convolu- tion for acoustic scene classification

Reference 25

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raw_fallback, observed 2026-05-22T16:45:00.384928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:1caaae94c35f315f6c81cb9801dacc3d27cf4af880cd33f5ed16b5a981b1a54c

Observation 2408897f-8770-4630-aa30-30a00ecd4dda · outbound

This paper cites CP-JKU submission to DCASE23: Efficient acoustic scene classifi- cation with cp-mobile.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge CP-JKU submission to DCASE23: Efficient acoustic scene classifi- cation with cp-mobile

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:7c188466a0668e9ada97e47e56a32661e4636f4fa1a037f2f83a03f044ade077

Observation 392e34ab-c9c3-42d6-ace1-e761a8ba2a4f · outbound

This paper cites Low-complexity acoustic scene clas- sification with limited training data.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Low-complexity acoustic scene clas- sification with limited training data

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:e87507f0331d3922bc82e67b9c41a71d048ed8c2800a3633bb3b8906853e17fd

Observation 043644d9-262e-4214-a1cf-e8f6b9a3df53 · outbound

This paper cites Audio set: An ontology and human-labeled dataset for audio events.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Audio set: An ontology and human-labeled dataset for audio events

Reference 28

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raw_fallback, observed 2026-05-22T16:45:00.389668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:63006b55fbd75160dbff4c8220945171164fb008e90daac27c814d50a08321d6

Observation a4f4c957-4307-4fb7-addd-9ab08972af86 · outbound

This paper cites DCASE2024 task1 submission: Data-efficient acoustic scene classification with self-supervised teach- ers.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge DCASE2024 task1 submission: Data-efficient acoustic scene classification with self-supervised teach- ers

Reference 29

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raw_fallback, observed 2026-05-22T16:45:00.400076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:53129861efa4bc42fa22958726550c39f4506934fdc976096c88c3d4e7259338

Observation 0b7c337a-7e5a-4ae0-a11a-25421b342bff · outbound

This paper cites Data-efficient acoustic scene classification with pre-trained CP-Mobile.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Data-efficient acoustic scene classification with pre-trained CP-Mobile

Reference 30

Resolution
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raw_fallback, observed 2026-05-22T16:45:00.410531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:95cc1c03927ff24d7e7ffd2eb406ee031bcfd8da48014313df7b9194821f5e6f

Observation 75a05a19-9ca2-4c92-ab85-1f40a6e1a4c7 · outbound

This paper cites Upb-nt submission to DCASE24: Dataset pruning for targeted knowledge distillation.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Upb-nt submission to DCASE24: Dataset pruning for targeted knowledge distillation

Reference 31

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raw_fallback, observed 2026-05-22T16:45:00.419753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:2b550f19b7f48ea15bbee79f12f6b0e4ec609e1afa0c5f9ff98da550f339b7a3

Observation 60081f8d-de20-4ea4-a493-294ba040d9c6 · outbound

This paper cites Distilling the knowledge of transformers and CNNs with CP-mobile.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Distilling the knowledge of transformers and CNNs with CP-mobile

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T16:45:00.386327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:deb36b84c44f0154ccaf940bcf8c9b5c306a761c898604a51a6172343161b1ff

Pith citing papers

Observation fc183e59-e940-43cf-aecc-ec14ecbc7550 · inbound

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge cites this paper.

Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-05-22T16:44:59.828516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-22T16:43:39.849994Z digest=sha256:a8b763f276446d7d990f62e80e8cce5cd3031b0ef957f083cba7927c254d3c5f

Observation 1b3715db-0bb5-4e0a-bc75-783244f3d090 · inbound

Adaptive Knowledge Distillation using a Device-Aware Teacher for Low-Complexity Acoustic Scene Classification cites this paper.

Adaptive Knowledge Distillation using a Device-Aware Teacher for Low-Complexity Acoustic Scene Classification Low-Complexity Acoustic Scene Classification with Device Information in the DCASE 2025 Challenge

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-04T19:27:42.773478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T19:27:42.773478Z digest=sha256:22fe70b5dbd1f261eaf08aba431d041401998d45f1b13960ace4fea416d6118a