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Paper Citation Record · LEDGER

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes

As of 9 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 4 inbound Pith citation observations for arXiv:2506.10676.

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

pith.paper-citation-record.v1
2506.10676 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:25:33.955697Z

measured 28 of 28 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:25:31.683081Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T18:40:02.567787Z

Reference resolution

24 of 24 outbound references displayed

  • verified exact2
  • verified fuzzy16
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 991448a1-3b9d-4e09-9140-6797345196fc · outbound

This paper cites This task requires systems to detect and extract sound events from multi-channel spatial input signals.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes This task requires systems to detect and extract sound events from multi-channel spatial input signals

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:37.273822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation c2162919-5406-4f24-b355-309fd3413bff · outbound

This paper cites This section introduces the notation and task settings for the S5 task.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes This section introduces the notation and task settings for the S5 task

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:37.148527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:31.531603Z digest=sha256:31207e33948a09f43bc3a0d6c941ebdef9f7a39fff14ac890a48baf208d06dc1

Observation 19f37230-2e7c-4b2d-9501-5e44e4553c9d · outbound

This paper cites Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T04:25:31.683081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:25:31.683081Z digest=sha256:6a97c1c325cf684889d482e0e4d0e662efcbd389c4df94e7393264c729f7d5c2

Observation 8f2eac2b-54fc-4389-ab6b-c5bd84dd5deb · outbound

This paper cites an unresolved cited work.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:25:37.019868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:31.790576Z digest=sha256:ea794bd04aaf8b0c0d47db3b5ac8a9027ad64258f543b45d09d51234688cbfcb

Observation a2304375-8b0d-40ec-8023-41667f62fa9a · outbound

This paper cites an unresolved cited work.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:25:36.907911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:31.932563Z digest=sha256:cf0cd5ebadf331edbb515c6b36960f3c8dce9aec136face3e584cdc6e00ab62b

Observation 2bda934e-ad6b-473c-a893-519c18a16127 · outbound

This paper cites This work was partially supported by the Agence Nationale de la Recherche (Project Confluence, grant number ANR-23-EDIA- 0003).

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes This work was partially supported by the Agence Nationale de la Recherche (Project Confluence, grant number ANR-23-EDIA- 0003)

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:36.762327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:32.005199Z digest=sha256:4efffd2cf384b4a8c781792e7912e7aff461efec171b4d9fa30222780e247743

Observation 327ce5a7-c201-4cb0-9496-c731e47d60c8 · outbound

This paper cites [Online].

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes [Online]

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:36.602551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:32.146236Z digest=sha256:29ff5f4d5354cc4533eca1e490f6d8a5502a90b5ed5403cae63748320621559a

Observation 50857025-051a-4c84-a28a-3148d05f9f9a · outbound

This paper cites Sound event detection in domestic environments with weakly labeled data and soundscape synthesis,.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Sound event detection in domestic environments with weakly labeled data and soundscape synthesis,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:36.433480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:32.256224Z digest=sha256:2578bfe07e2f73e1bcb6fb2d11a1ee74de700b4f71d6214557169dbb972d6b0b

Observation 675d5b04-b90e-4d23-996f-21061caed842 · outbound

This paper cites [Online].

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes [Online]

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:36.270941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:32.377683Z digest=sha256:792273bf98081ee9cfeb81cc71c5523172a755b650f9809d0868cc403e548a16

Observation 534874d0-953b-4c8e-88b9-0aba649bbc8f · outbound

This paper cites [Online].

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes [Online]

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:36.053197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:32.505285Z digest=sha256:c72ef214fd0736434a0cfd29859f6894222c17d83fe08574f0ab756bf6a60ec6

Observation 6218a406-e817-4f09-a924-64dbc80d5272 · outbound

This paper cites Baseline Systems and Evaluation Metrics for Spatial Semantic Segmentation of Sound Scenes.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Baseline Systems and Evaluation Metrics for Spatial Semantic Segmentation of Sound Scenes

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T04:25:32.588473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:25:32.588473Z digest=sha256:0f1999868d62461a3bc8e72889b7b70d80cc2eacda15ebd142ad48ca4c860957

Observation cec1617f-45a2-44ab-8064-c70618b4c0f4 · outbound

This paper cites [Online].

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes [Online]

Reference 12

Resolution
verified exact
raw_fallback, observed 2026-08-07T04:25:34.410485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:32.682784Z digest=sha256:a9cc64036e922fbca015da2656734f40738a1fdcbfd9be1384fcb6b025210838

Observation ba908b3c-93ca-4c91-8db0-fcf8bf2df3ab · outbound

This paper cites [Online].

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes [Online]

Reference 13

Resolution
verified exact
raw_fallback, observed 2026-08-07T04:25:34.210191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:32.790393Z digest=sha256:af236e1f9d78af106bc7f647240f930fc8bfd68daad5b0a54929b1d3de0981e8

Observation fc9fccda-afac-43bc-a1b4-cae2b181d265 · outbound

This paper cites FSD50K: an open dataset of human-labeled sound events,.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes FSD50K: an open dataset of human-labeled sound events,

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T04:25:32.902868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:25:32.902868Z digest=sha256:4d2b4eb075e63e93146e29f2eef9267dfe30528fed498a224468d2675921239d

Observation 36bc7abc-9398-4868-aa3e-b7e1a1f90e43 · outbound

This paper cites Semantic hearing: Programming acoustic scenes with binau- ral hearables,.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Semantic hearing: Programming acoustic scenes with binau- ral hearables,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:35.861195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:33.021763Z digest=sha256:2cc915614c69e3419479dc207d4ef5a50f4dd27759454db541c13e084acd2cf3

Observation a48bc66e-a04a-43ba-ad09-e07dd0633495 · outbound

This paper cites Echo-aware adaptation of sound event localization and detection in unknown environ- ments,.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Echo-aware adaptation of sound event localization and detection in unknown environ- ments,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:35.674253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:33.130130Z digest=sha256:47b5766b3066bd07adb2cb95025a3854e15ba53321479b9a5620ecef19d2562d

Observation 4291c5ff-fcc5-403d-9d90-859d3266927e · outbound

This paper cites [Online].

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes [Online]

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:35.523839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:33.247044Z digest=sha256:3afabbdadc2f20cc254c58d3e4ce9814f5b852feb84718281bf2f3fca0d2d39d

Observation bdbada66-dd80-4b43-b85a-589672851674 · outbound

This paper cites Spatial scaper: a library to simulate and augment soundscapes for sound event localization and detection in re- alistic rooms,.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Spatial scaper: a library to simulate and augment soundscapes for sound event localization and detection in re- alistic rooms,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:35.343777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:33.360287Z digest=sha256:46f994acbf0bc1c4af06f22077a39248a8cb3eb328dad76a701e4f2675ff6c89

Observation ccc12629-7456-434d-8a84-b0db5d81caec · outbound

This paper cites Ears: An anechoic full- band speech dataset benchmarked for speech enhancement and dereverberation,.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Ears: An anechoic full- band speech dataset benchmarked for speech enhancement and dereverberation,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:35.192893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:33.470209Z digest=sha256:53543047f671ded8f8b9fc806dc9589bf5360128ae04bfe70265599795247288

Observation 42b9de6f-6d19-4348-aee3-8232d44de973 · outbound

This paper cites Percep- tual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Percep- tual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:35.063203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:33.556705Z digest=sha256:4cb6a08f95c96e832bca6b8b39ebb5cb497dad954ab5911695e81dc29273bce3

Observation 159b5984-8c4b-4e7f-8ebf-9444b1650a30 · outbound

This paper cites A short-time objective intelligibility measure for time-frequency weighted noisy speech,.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes A short-time objective intelligibility measure for time-frequency weighted noisy speech,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:34.899484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:33.627669Z digest=sha256:a6bba6b095366350d8e2bd88c731ff7dcf256231559a1f52123b3a6b3c35cdb9

Observation 4910f7f5-fd48-46ea-baf2-6616b5d36190 · outbound

This paper cites Masked modeling duo: Towards a universal audio pre-training framework,.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Masked modeling duo: Towards a universal audio pre-training framework,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:34.714126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:33.737130Z digest=sha256:1729447dbe20b713021cdef9f82f03077f38e11ac384904c8db51c7cc209e4c4

Observation 5b092e7f-60cf-4d23-bf5e-3e43970c9fba · outbound

This paper cites Universal Source Separation with Weakly Labelled Data.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Universal Source Separation with Weakly Labelled Data

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T04:25:33.875757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:25:33.875757Z digest=sha256:eab87dffd12eba29360217734916b8551fa6873aaeae6a2ec78aa8ff03c0f493

Observation ad3ca457-f7f5-4834-917a-caffac1323a3 · outbound

This paper cites [On- line].

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes [On- line]

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:25:34.569929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T04:25:33.955697Z digest=sha256:8e72acc02f83a06f871479bb16f5f0ed7b002b068e42f36bcf8a377375634e5f

Pith citing papers

Observation 19f37230-2e7c-4b2d-9501-5e44e4553c9d · inbound

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes cites this paper.

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T04:25:31.683081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:25:31.683081Z digest=sha256:6a97c1c325cf684889d482e0e4d0e662efcbd389c4df94e7393264c729f7d5c2

Observation 7fe2ea60-7d33-4e04-b7c3-bff7316d9dae · inbound

Performance improvement of spatial semantic segmentation with enriched audio features and agent-based error correction for DCASE 2025 Challenge Task 4 cites this paper.

Performance improvement of spatial semantic segmentation with enriched audio features and agent-based error correction for DCASE 2025 Challenge Task 4 Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T22:36:52.750273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T22:36:52.750273Z digest=sha256:8ea5018675cd57dba55c4e5c6e8aab9b11e3ab6741b0036e5182d35df86e28bc

Observation aeae136c-be11-4c48-b2fa-9ceecc7f8af3 · inbound

On Temporal Guidance and Iterative Refinement in Audio Source Separation cites this paper.

On Temporal Guidance and Iterative Refinement in Audio Source Separation Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T14:54:57.646321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:54:57.646321Z digest=sha256:eb6e866264946ca8e27d2e28e119d19c3db0ef3c76333e2676b59fc1bba2196e

Observation ea01d0d6-0fc7-4db7-a10a-ea923d19f93b · inbound

A Multi-Stage Separation-and-Classification Framework Guided by Complementary Acoustic-to-Semantic Clues cites this paper.

A Multi-Stage Separation-and-Classification Framework Guided by Complementary Acoustic-to-Semantic Clues Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-07-04T18:40:02.569358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-25T22:43:45.086693Z digest=sha256:ab2d32f32325678e5cc1070c279a032bc881ab9d0dee5eb0fe1a3d93dcf1ff79