Paper Citation Record · LEDGER

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection

As of 8 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 1 inbound Pith citation observation for arXiv:2507.22322.

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

pith.paper-citation-record.v1
2507.22322 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:54:44.832800Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:54:44.760115Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T11:54:44.959776Z

Reference resolution

32 of 32 outbound references displayed

verified exact3
verified fuzzy22
unresolved6
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0c9fef52-330c-4162-b1e0-083eb29874e2 · outbound

This paper cites an unresolved cited work.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-06T11:54:45.123888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d14a321f-502e-45e1-b4aa-14a8a68cc68c · outbound

This paper cites A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-06T11:54:44.962468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 11bb52f6-dba9-4061-9a3f-f49e5d9627f1 · outbound

This paper cites Implementation Details For training, we utilized the STARSS23[25] dev-set-train and a synthetic dataset, while evaluation was conducted on the dev- set-test.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Implementation Details For training, we utilized the STARSS23[25] dev-set-train and a synthetic dataset, while evaluation was conducted on the dev- set-test

Reference 3

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T11:54:45.117151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a2201a4d-4bba-4c52-9dd5-3e98b363cba4 · outbound

This paper cites The trackwise reordering format and beamformed spatial features enhance temporal consistency and localization accuracy.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection The trackwise reordering format and beamformed spatial features enhance temporal consistency and localization accuracy

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.110391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6a2ae811-790d-4c1f-ac08-bec0f1798d20 · outbound

This paper cites Sound event localization and detection of overlapping sources using con- volutional recurrent neural networks,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Sound event localization and detection of overlapping sources using con- volutional recurrent neural networks,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.103931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7e19f8aa-dfba-466b-8c6c-c6551c22d1f9 · outbound

This paper cites The ustc-iflytek system for sound event localization and detection of dcase2020 challenge,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection The ustc-iflytek system for sound event localization and detection of dcase2020 challenge,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.096828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 86739d06-1a94-442c-9e43-ee9d4538e234 · outbound

This paper cites Overview and evaluation of sound event localization and detec- tion in dcase 2019,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Overview and evaluation of sound event localization and detec- tion in dcase 2019,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.090336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4f9130b7-05d4-4e08-a8b9-d766d1aa9e57 · outbound

This paper cites Seld-tcn: Sound event localization & detection via temporal con- volutional networks,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Seld-tcn: Sound event localization & detection via temporal con- volutional networks,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.084202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4fdfcabd-cae1-424c-a146-9727a8b7b774 · outbound

This paper cites An improved event-independent network for polyphonic sound event localization and detection,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection An improved event-independent network for polyphonic sound event localization and detection,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.077729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6bdec6d4-f55c-4061-bb25-c7d9423b586f · outbound

This paper cites A track-wise ensemble event independent network for polyphonic sound event localization and detection,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection A track-wise ensemble event independent network for polyphonic sound event localization and detection,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.070927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c02b05be-dd03-48ef-8247-bb025a35044f · outbound

This paper cites Sound Event Localization and Detection for Real Spatial Sound Scenes: Event-Independent Network and Data Augmentation Chains.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Sound Event Localization and Detection for Real Spatial Sound Scenes: Event-Independent Network and Data Augmentation Chains

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T11:54:44.783031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7612de79-7b3c-4007-a895-a452d929c543 · outbound

This paper cites MFF-EINV2: Multi-scale Feature Fusion across Spectral-Spatial-Temporal Domains for Sound Event Localization and Detection.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection MFF-EINV2: Multi-scale Feature Fusion across Spectral-Spatial-Temporal Domains for Sound Event Localization and Detection

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T11:54:44.785286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b060a719-66b5-4885-bf6b-bdd26ad9aa7c · outbound

This paper cites SELD-Mamba: Selective State-Space Model for Sound Event Localization and Detection with Source Distance Estimation.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection SELD-Mamba: Selective State-Space Model for Sound Event Localization and Detection with Source Distance Estimation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T11:54:44.788732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a0af112-3444-4a88-ba60-d135c6a520bf · outbound

This paper cites Accdoa: Activity-coupled cartesian direction of arrival representation for sound event localization and detection,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Accdoa: Activity-coupled cartesian direction of arrival representation for sound event localization and detection,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.062696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 936d9315-898d-498b-ad71-91a127cba43c · outbound

This paper cites Multi-accdoa: Localizing and detecting over- lapping sounds from the same class with auxiliary duplicating per- mutation invariant training,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Multi-accdoa: Localizing and detecting over- lapping sounds from the same class with auxiliary duplicating per- mutation invariant training,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.056267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cc9f7f24-d510-4276-9cb8-e21825a952b2 · outbound

This paper cites An experimental study on sound event localization and detection under realistic testing conditions,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection An experimental study on sound event localization and detection under realistic testing conditions,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.048498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 66fe431f-2cbe-431f-8110-0123a1c87b14 · outbound

This paper cites Cst-former: Transformer with channel- spectro-temporal attention for sound event localization and detec- tion,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Cst-former: Transformer with channel- spectro-temporal attention for sound event localization and detec- tion,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.041694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7353efaf-37fd-45c1-a043-9b959490cdbc · outbound

This paper cites The cocktail party problem,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection The cocktail party problem,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.036180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 511ab1bd-5468-4f6f-bd4c-f90c9d419d62 · outbound

This paper cites Doa and event guidance system for sound event localiza- tion and detection with source distance estimation,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Doa and event guidance system for sound event localiza- tion and detection with source distance estimation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.030384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9e0daaad-51a5-4692-af4b-e68dec8c8b41 · outbound

This paper cites IPDnet: A Universal Direct-Path IPD Estimation Network for Sound Source Localization.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection IPDnet: A Universal Direct-Path IPD Estimation Network for Sound Source Localization

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-06T11:54:44.936724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fa6a3738-c484-4213-a16d-5935aa78cbc1 · outbound

This paper cites Fine-tune the pretrained atst model for sound event detection,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Fine-tune the pretrained atst model for sound event detection,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.024294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 55908158-4fbf-437c-b237-63b1b3d3eefa · outbound

This paper cites The cone of silence: Speech separation by local- ization,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection The cone of silence: Speech separation by local- ization,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.017386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 58d510f3-690c-4dbf-bc85-e016330c3aaf · outbound

This paper cites Rezero: Region-customizable sound extrac- tion,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Rezero: Region-customizable sound extrac- tion,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.010876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b0627f7f-0797-4eed-9d21-b8fdb97182a2 · outbound

This paper cites Lavt: Language-aware vision transformer for referring image segmentation,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Lavt: Language-aware vision transformer for referring image segmentation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:45.003267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4e097c79-af86-4a4f-a9c5-b25607286b1b · outbound

This paper cites Separate and re- construct: Asymmetric encoder-decoder for speech separation,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Separate and re- construct: Asymmetric encoder-decoder for speech separation,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T11:54:44.817951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf153140-18a1-4d6b-b640-de3ac9365d2e · outbound

This paper cites [dcase2022 task 3] synthetic seld mixtures for baseline training,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection [dcase2022 task 3] synthetic seld mixtures for baseline training,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:44.996824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e851e7ac-f7a7-4e67-a3cd-14bd834be6a2 · outbound

This paper cites Conformer-based sound event detection with semi- supervised learning and data augmentation,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Conformer-based sound event detection with semi- supervised learning and data augmentation,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:44.990011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ec3e673b-b559-47b2-9a43-6d0e13f0a606 · outbound

This paper cites AST: Audio Spectrogram Transformer.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection AST: Audio Spectrogram Transformer

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T11:54:44.824499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 413bcc7e-40ee-467e-956c-eb13dba0422a · outbound

This paper cites Starss23: Sony-tau realistic spatial soundscapes 2023,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Starss23: Sony-tau realistic spatial soundscapes 2023,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:44.983670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aef31444-26f5-453f-bcde-c688d9e3f0f3 · outbound

This paper cites Permutation invari- ant training of deep models for speaker-independent multi-talker speech separation,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Permutation invari- ant training of deep models for speaker-independent multi-talker speech separation,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:44.976916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0bc018a2-f39f-4455-85e4-b8d9bb23eea3 · outbound

This paper cites Starss23: An audio-visual dataset of spatial recordings of real scenes with spatiotemporal annotations of sound events,.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Starss23: An audio-visual dataset of spatial recordings of real scenes with spatiotemporal annotations of sound events,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T11:54:44.970337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a6c897a5-0b8f-4715-9f72-523eb7f94064 · outbound

This paper cites Divided spectro-temporal attention for sound event localization and detection in real scenes for DCASE2023 challenge.

A Two-Step Learning Framework for Enhancing Sound Event Localization and Detection Divided spectro-temporal attention for sound event localization and detection in real scenes for DCASE2023 challenge

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-06T11:54:44.858193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation d14a321f-502e-45e1-b4aa-14a8a68cc68c · inbound