Paper Citation Record · LEDGER

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios

As of 16 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 3 inbound Pith citation observations for arXiv:2507.20926.

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

pith.paper-citation-record.v1
2507.20926 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:13:07.182612Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:13:04.567985Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T04:57:37.975653Z

Reference resolution

36 of 36 outbound references displayed

verified exact1
verified fuzzy22
unresolved12
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ff6aaa57-ffd2-4e86-82f6-82f9556f8793 · outbound

This paper cites cocktail party effect.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios cocktail party effect

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:11.502683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c9f72f9c-a67c-4c91-99df-cf8bcbac0804 · outbound

This paper cites End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T13:13:04.567985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c53dc4db-99e7-4cb1-92f3-4383aa4f1a32 · outbound

This paper cites Dataset For this study, the speech data is sourced from the LibriSpeech corpus [23], while the background noise is taken from the DE- MAND dataset [24].

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Dataset For this study, the speech data is sourced from the LibriSpeech corpus [23], while the background noise is taken from the DE- MAND dataset [24]

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:11.486535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2340fc59-cb73-47d0-adb5-140a72445203 · outbound

This paper cites an unresolved cited work.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Unresolved cited work

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T13:13:11.469192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 897568b5-e357-4285-96a4-317dc2fc63ba · outbound

This paper cites an unresolved cited work.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:13:11.363481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 94664007-a3ae-4187-9074-92e6f3e93053 · outbound

This paper cites The cocktail party problem,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios The cocktail party problem,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T13:13:04.916426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0ba75bb-3586-4cbf-a584-97a2773c8e4a · outbound

This paper cites Music source separation with band-split rnn,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Music source separation with band-split rnn,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T13:13:05.004044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac199df7-91e8-4f09-86f6-19dfedd90db2 · outbound

This paper cites Distance- based sound separation,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Distance- based sound separation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:11.321185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c7b39a2a-086d-4b3f-80fc-8d1b905ba00a · outbound

This paper cites Neural Directed Speech Enhancement with Dual Microphone Array in High Noise Scenario.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Neural Directed Speech Enhancement with Dual Microphone Array in High Noise Scenario

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T13:13:05.153295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 879139d5-f8d1-4350-b917-2b08e322c9b0 · outbound

This paper cites Dasformer: Deep alternating spectrogram transformer for multi/single-channel speech separation,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Dasformer: Deep alternating spectrogram transformer for multi/single-channel speech separation,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:11.304241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation da76c1d6-6b02-454f-bc2a-680bf646a699 · outbound

This paper cites Tf-gridnet: Integrating full-and sub-band modeling for speech separation,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Tf-gridnet: Integrating full-and sub-band modeling for speech separation,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:11.166929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation aa1021fd-503d-460b-bcb9-fbd822b78800 · outbound

This paper cites Deft-an: Dense frequency-time atten- tive network for multichannel speech enhancement,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Deft-an: Dense frequency-time atten- tive network for multichannel speech enhancement,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:10.938519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dc996a2d-6232-47b6-9e87-579f5db58619 · outbound

This paper cites Robust Target Speaker Direction of Arrival Estimation.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Robust Target Speaker Direction of Arrival Estimation

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-06T13:13:07.394934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7653121b-df0e-4a14-a45a-ffb0739bee14 · outbound

This paper cites Dsenet: Directional sig- nal extraction network for hearing improvement on edge devices,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Dsenet: Directional sig- nal extraction network for hearing improvement on edge devices,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:10.692428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 74357548-a1a8-47e6-9c1a-29a4b709cc36 · outbound

This paper cites Insights into deep non-linear filters for improved multi-channel speech enhancement,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Insights into deep non-linear filters for improved multi-channel speech enhancement,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:10.420302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b16e9fb5-02de-4486-a591-077de3ff8ce5 · outbound

This paper cites Neural spatio-temporal beamformer for target speech separa- tion,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Neural spatio-temporal beamformer for target speech separa- tion,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:10.142250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7fdef1d6-2a7b-405d-973b-8dcbb75be067 · outbound

This paper cites Multi-channel speech separation us- ing spatially selective deep non-linear filters,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Multi-channel speech separation us- ing spatially selective deep non-linear filters,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:09.906820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 029df0b6-a33c-424e-a9c2-f22399f80b8f · outbound

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

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Rezero: Region-customizable sound extrac- tion,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T13:13:05.869531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7bfaef1-6b53-473d-a035-0afc3db2d4ab · outbound

This paper cites All neural low-latency directional speech extraction,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios All neural low-latency directional speech extraction,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:09.663702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ee2efc9f-b5fc-4a7a-b0e2-45911b445142 · outbound

This paper cites Direction of arrival correction through speech quality feedback,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Direction of arrival correction through speech quality feedback,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:09.466357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3baea1f0-a661-4a31-9b99-03689e812be4 · outbound

This paper cites Spatio-temporal outdoor lighting aggregation on image se- quences using transformer networks,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Spatio-temporal outdoor lighting aggregation on image se- quences using transformer networks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:09.318286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e786deec-f1af-46d4-a120-b6abc248ff28 · outbound

This paper cites Layer normalization,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Layer normalization,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T13:13:06.180494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afde31cf-e670-4442-9f0f-9f102a149790 · outbound

This paper cites Delving deep into rectifiers: Surpassing human-level performance on imagenet classification,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Delving deep into rectifiers: Surpassing human-level performance on imagenet classification,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T13:13:06.239999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77596097-f6a1-49b7-afd6-c3e4a90a301a · outbound

This paper cites Spatialnet: Extensively learning spatial in- formation for multichannel joint speech separation, denoising and dereverberation,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Spatialnet: Extensively learning spatial in- formation for multichannel joint speech separation, denoising and dereverberation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:09.135710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9b0f394a-b8fb-400d-aaf1-4d1ad3ec11fb · outbound

This paper cites Attention is all you need,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Attention is all you need,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T13:13:06.375350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaf96f2b-fbbe-4e43-a45d-bb12e37e4e0c · outbound

This paper cites Group normalization,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Group normalization,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:08.919661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 83a1c1cb-cbc7-4b7b-9ef4-c1a6c3e2ee07 · outbound

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

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Sdr – half-baked or well done?

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:08.751226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 194bbed6-143d-48d9-bb85-246d19232c86 · outbound

This paper cites Lib- rispeech: an asr corpus based on public domain audio books,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Lib- rispeech: an asr corpus based on public domain audio books,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T13:13:06.592312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 617ec4b1-5a06-4b19-a9df-1586e4fd7f43 · outbound

This paper cites The diverse environments multi-channel acoustic noise database (demand): A database of multichannel environmental noise recordings,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios The diverse environments multi-channel acoustic noise database (demand): A database of multichannel environmental noise recordings,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:08.504057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c1b1dc30-8fe6-4a27-96de-72c888ee12b6 · outbound

This paper cites Pyroomacoustics: A python package for audio room simulation and array processing algorithms,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Pyroomacoustics: A python package for audio room simulation and array processing algorithms,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:08.303256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 57a355b6-4190-485a-95ea-6d7b8cde84db · outbound

This paper cites Adam: A method for stochastic optimiza- tion,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Adam: A method for stochastic optimiza- tion,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:08.113292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d9c6d166-a622-4c0f-8348-2c2865fbc7ed · outbound

This paper cites Performance measure- ment in blind audio source separation,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Performance measure- ment in blind audio source separation,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T13:13:06.893421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 923eb69f-499e-444e-b928-98873d4c8fcb · outbound

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

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Perceptual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T13:13:06.958589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 288d1091-5204-4b32-ab7b-12aadc74c36d · outbound

This paper cites A signal subspace tracking algorithm for microphone array processing of speech,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios A signal subspace tracking algorithm for microphone array processing of speech,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:07.927833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7e87f3ff-1d58-47a0-a80b-574690b16c7b · outbound

This paper cites Spatially selective deep non-linear filters for speaker extraction,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios Spatially selective deep non-linear filters for speaker extraction,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:07.748603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 05cd7ce8-fc79-4222-a5eb-0098d9884608 · outbound

This paper cites On the importance of acoustic reflections in beamforming,.

End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios On the importance of acoustic reflections in beamforming,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:13:07.589421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation c9f72f9c-a67c-4c91-99df-cf8bcbac0804 · inbound