Paper Citation Record · LEDGER

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction

As of 9 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2607.27436.

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

pith.paper-citation-record.v1
2607.27436 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T00:58:13.747106Z

measured 43 of 43 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T00:58:13.613182Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

42 of 42 outbound references displayed

verified exact0
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7cda655a-b846-4a42-9bc1-9aeb82623079 · outbound

This paper cites Deep learning has significantly improved separation performance un- der controlled conditions.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Deep learning has significantly improved separation performance un- der controlled conditions

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.608691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 633c1e70-c5af-4cb9-9e38-8080bd1f9915 · outbound

This paper cites WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.613182Z

Source-reported events for the cited work

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Observation f1e60e79-5593-40ea-b51a-c851149cc943 · outbound

This paper cites It operationalizes the generalized TSE for- mulation in Section 2 and supports systematic exploration of single-, multi-, and heterogeneous-cue settings.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction It operationalizes the generalized TSE for- mulation in Section 2 and supports systematic exploration of single-, multi-, and heterogeneous-cue settings

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.617340Z

Source-reported events for the cited work

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Observation 28fde3a6-e52e-4fa8-9510-ea26b94e07e9 · outbound

This paper cites an unresolved cited work.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Unresolved cited work

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-07-31T00:58:13.621040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58d7f203-7605-45b1-bf82-5ab0f2a839c1 · outbound

This paper cites an unresolved cited work.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.624975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ef3e099-7689-4789-887d-99c2f164d437 · outbound

This paper cites 62401377 and No.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction 62401377 and No

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.628359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9024c6b7-980f-4f95-8e99-7e8b70ad501a · outbound

This paper cites an unresolved cited work.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.631873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a7ff657-1d6c-4021-9c83-4b159a90bbf3 · outbound

This paper cites Advances in Speech Separation: Techniques, Challenges, and Future Trends.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Advances in Speech Separation: Techniques, Challenges, and Future Trends

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.635128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e559aa31-fce4-4c92-a122-1180779faadd · outbound

This paper cites Supervised speech separation based on deep learning: An overview,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Supervised speech separation based on deep learning: An overview,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.638827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aacfac9-9a35-45d0-be5f-249dd05ff061 · outbound

This paper cites Neural target speech extraction: An overview,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Neural target speech extraction: An overview,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.642120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07ceedce-ca77-4d6e-8b01-14ca17fd3a6d · outbound

This paper cites Usef-tse: Universal speaker embedding free target speaker extraction,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Usef-tse: Universal speaker embedding free target speaker extraction,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.645313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c48121e5-81ea-428b-8b41-789b789c8386 · outbound

This paper cites Multi-level speaker representation for target speaker extraction,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Multi-level speaker representation for target speaker extraction,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.648804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dc5a566-ac56-46ed-acf4-c9825dfe3eee · outbound

This paper cites Listen to extract: Onset-prompted target speaker extraction,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Listen to extract: Onset-prompted target speaker extraction,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.652138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24d61268-f80a-47e3-acda-7cf5782dc481 · outbound

This paper cites 3d spatial features for multi-channel target speech separation,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction 3d spatial features for multi-channel target speech separation,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.655305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 707a22bd-fa25-47ea-bd10-8445f75e440f · outbound

This paper cites 3s-tse: Efficient three-stage target speaker extraction for real-time and low-resource applications,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction 3s-tse: Efficient three-stage target speaker extraction for real-time and low-resource applications,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.659084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbdf3d8d-d2bd-4ca3-bbca-a8e388f32a33 · outbound

This paper cites Doa or speaker embed- ding: Which is better for multi-microphone target speaker extrac- tion,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Doa or speaker embed- ding: Which is better for multi-microphone target speaker extrac- tion,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.662112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59fd683b-8852-4701-a3fa-4c2b42fed570 · outbound

This paper cites Muse: Multi-modal tar- get speaker extraction with visual cues,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Muse: Multi-modal tar- get speaker extraction with visual cues,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.665309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40729d69-5bd8-4a27-926e-ef2bd86dc57a · outbound

This paper cites Usev: Universal speaker extraction with visual cue,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Usev: Universal speaker extraction with visual cue,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.669003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 336076a2-4259-4566-b556-eccb34e13a8f · outbound

This paper cites Efficient audio-visual speech separa- tion with discrete lip semantics and multi-scale global-local atten- tion,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Efficient audio-visual speech separa- tion with discrete lip semantics and multi-scale global-local atten- tion,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.671879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8d614d7-6b92-4100-9602-2d70ff910ecd · outbound

This paper cites Detect, Attend and Extract: Keyword Guided Target Speaker Extraction.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Detect, Attend and Extract: Keyword Guided Target Speaker Extraction

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.674758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6c30afe-afbb-478c-8861-5436b26b1a50 · outbound

This paper cites Contex- tual speech extraction: Leveraging textual history as an implicit cue for target speech extraction,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Contex- tual speech extraction: Leveraging textual history as an implicit cue for target speech extraction,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.679032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aa980d1-0df6-42e8-adc3-c4b20fd89d46 · outbound

This paper cites Speaker Extraction with Detection of Presence and Absence of Target Speakers,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Speaker Extraction with Detection of Presence and Absence of Target Speakers,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.682321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20d1f8be-33fe-4df8-904e-1b232f99af31 · outbound

This paper cites Momuse: Momentum multi-modal target speaker extraction for real-time scenarios with impaired visual cues,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Momuse: Momentum multi-modal target speaker extraction for real-time scenarios with impaired visual cues,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.685605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c466080-9524-4cd3-9922-414c35719e65 · outbound

This paper cites Multimodal attention fusion for target speaker ex- traction,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Multimodal attention fusion for target speaker ex- traction,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.688600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14fb368d-02a1-44b9-9cb3-1f622e337a6f · outbound

This paper cites Beyond speaker identity: Text guided target speech ex- traction,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Beyond speaker identity: Text guided target speech ex- traction,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.691801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ca07a5a-07b2-4c86-aa42-41fdf15d23d3 · outbound

This paper cites WeSep: A Scalable and Flexible Toolkit Towards Gen- eralizable Target Speaker Extraction,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction WeSep: A Scalable and Flexible Toolkit Towards Gen- eralizable Target Speaker Extraction,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.694838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abbf2fb1-b965-45dd-a007-46e3cac6a940 · outbound

This paper cites ClearerV oice-Studio: Bridging Ad- vanced Speech Processing Research and Practical Deployment,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction ClearerV oice-Studio: Bridging Ad- vanced Speech Processing Research and Practical Deployment,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.698107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c06811d-3e5a-45e9-972e-8ff951c6287f · outbound

This paper cites Wespeaker: A research and production oriented speaker embedding learning toolkit,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Wespeaker: A research and production oriented speaker embedding learning toolkit,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.701313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9747c5db-65d9-48be-ae97-fb5c8e10cd64 · outbound

This paper cites ECAPA- TDNN: Emphasized Channel Attention, Propagation and Aggre- gation in TDNN Based Speaker Verification,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction ECAPA- TDNN: Emphasized Channel Attention, Propagation and Aggre- gation in TDNN Based Speaker Verification,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.704803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb8f5bd5-5f6c-4fc8-b3dd-d1986ca7fa26 · outbound

This paper cites A study of multichannel spatiotemporal features and knowledge distillation on robust target speaker extraction,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction A study of multichannel spatiotemporal features and knowledge distillation on robust target speaker extraction,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.708034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83d52725-d8fa-47ae-b9f0-e0dea7aea5d0 · outbound

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

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction End-to-End DOA-Guided Speech Extraction in Noisy Multi-Talker Scenarios

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.711323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0fd3e8f-f9dd-41d7-9cbf-9d9de83780d5 · outbound

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

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Spatially selective deep non-linear filters for speaker extraction,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.714925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16f331ad-5cbc-45f4-8a1c-f2d7dd787d9f · outbound

This paper cites Dpccn: Densely- connected pyramid complex convolutional network for robust speech separation and extraction,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Dpccn: Densely- connected pyramid complex convolutional network for robust speech separation and extraction,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.718093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 033264c1-7d4a-4528-8c77-cef666405b4e · outbound

This paper cites Conv-tasnet: Surpassing ideal time– frequency magnitude masking for speech separation,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Conv-tasnet: Surpassing ideal time– frequency magnitude masking for speech separation,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.721237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f8b26ef-70ac-422d-9bbf-aa206cddb358 · outbound

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

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Music source separation with band-split rnn,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.724769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f09ade8-56b6-44f7-a69a-743735eaa37d · outbound

This paper cites Tf-gridnet: Making time-frequency domain models great again for monaural speaker separation,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Tf-gridnet: Making time-frequency domain models great again for monaural speaker separation,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.727742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b30f684a-4dfd-465d-85eb-e87d56c80c27 · outbound

This paper cites NBC2: Multichannel Speech Separation with Revised Narrow-band Conformer.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction NBC2: Multichannel Speech Separation with Revised Narrow-band Conformer

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.730997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b483fb0-bb24-4fb0-bd96-b108186eb2ca · outbound

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

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Sdr– half-baked or well done?

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.734390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f403b5aa-0aa4-4497-a1ff-d4dadc635cf6 · outbound

This paper cites Librimix: An open-source dataset for generalizable speech separation,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Librimix: An open-source dataset for generalizable speech separation,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.737494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31be0857-0807-4b51-8ad7-67fd19b78a66 · outbound

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

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction Lib- rispeech: an asr corpus based on public domain audio books,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.740888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad710a61-a4c7-4812-8c4f-123b51872e5d · outbound

This paper cites 100 nonspeech environmental sounds,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction 100 nonspeech environmental sounds,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.743928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82e38d44-694d-4754-adea-28b4ce3ab08f · outbound

This paper cites gpurir: A python library for room impulse response simulation with gpu acceler- ation,.

WeSep: A Modular and Cue-Composable Framework for Target Speaker Extraction gpurir: A python library for room impulse response simulation with gpu acceler- ation,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-31T00:58:13.747106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 633c1e70-c5af-4cb9-9e38-8080bd1f9915 · inbound