Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T20:14:00.754527Z
Paper Citation Record · LEDGER
Beyond Speaker Identity: Text Guided Target Speech Extraction
As of 12 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2501.09169.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
27 of 27 outbound references displayed
- verified exact1
- verified fuzzy18
- unresolved8
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 5effb835-1de0-438e-89e6-e1e2f390e16f · outbound
This paper cites V oiceFilter: Targeted V oice Separation by Speaker-Conditioned Spectrogram Masking,.
Beyond Speaker Identity: Text Guided Target Speech Extraction V oiceFilter: Targeted V oice Separation by Speaker-Conditioned Spectrogram Masking,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.355088Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 943e1499-b812-41fa-bb79-310e48e11aae · outbound
This paper cites Speakerbeam: Speaker aware neural network for target speaker extraction in speech mixtures,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Speakerbeam: Speaker aware neural network for target speaker extraction in speech mixtures,
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T20:14:00.605275Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b4987b4-d832-4ac2-aae7-a985417ee1c3 · outbound
This paper cites Spex+: A complete time domain speaker extraction network,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Spex+: A complete time domain speaker extraction network,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.326227Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f0fbe5aa-2ab5-461b-9476-76768b5506bd · outbound
This paper cites Looking to listen at the cocktail party: A speaker-independent audio-visual model for speech separation,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Looking to listen at the cocktail party: A speaker-independent audio-visual model for speech separation,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.308630Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 76c6c715-309f-4dc5-9c9f-3b9eb7f7f082 · outbound
This paper cites Multimodal SpeakerBeam: Single channel target speech extraction with audio-visual speaker clues.
Beyond Speaker Identity: Text Guided Target Speech Extraction Multimodal SpeakerBeam: Single channel target speech extraction with audio-visual speaker clues
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.269058Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0d3fb154-6984-4e9f-8660-e71b78b8e072 · outbound
This paper cites Text-driven separation of arbitrary sounds,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Text-driven separation of arbitrary sounds,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.241447Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d5f7358f-6ef5-4371-a0e1-12e6f3660e6b · outbound
This paper cites CLIPSep: Learning text-queried sound separation with noisy unlabeled videos,.
Beyond Speaker Identity: Text Guided Target Speech Extraction CLIPSep: Learning text-queried sound separation with noisy unlabeled videos,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.213502Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 790022a0-24b9-470c-a242-b5139b912fd3 · outbound
This paper cites Separate Anything You Describe.
Beyond Speaker Identity: Text Guided Target Speech Extraction Separate Anything You Describe
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T20:14:00.636550Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d799943c-7b47-4695-a756-f868eecb56de · outbound
This paper cites Target sound extraction with variable cross-modality clues,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Target sound extraction with variable cross-modality clues,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.193632Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c8714b0d-7845-4bf9-979a-8fafcb4697ea · outbound
This paper cites CLAPSep: Leveraging Contrastive Pre-trained Model for Multi-Modal Query-Conditioned Target Sound Extraction.
Beyond Speaker Identity: Text Guided Target Speech Extraction CLAPSep: Leveraging Contrastive Pre-trained Model for Multi-Modal Query-Conditioned Target Sound Extraction
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T20:14:00.646171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4577da83-0503-427c-b818-f8e6f8c9f220 · outbound
This paper cites Typing to Listen at the Cocktail Party: Text-Guided Target Speaker Extraction.
Beyond Speaker Identity: Text Guided Target Speech Extraction Typing to Listen at the Cocktail Party: Text-Guided Target Speaker Extraction
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T20:14:00.651546Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 529930c3-ceed-44b9-968d-e6124fc551b3 · outbound
This paper cites Target Speech Diarization with Multimodal Prompts.
Beyond Speaker Identity: Text Guided Target Speech Extraction Target Speech Diarization with Multimodal Prompts
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-08-10T20:14:00.859643Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 41becd24-0ace-429c-ba4f-8606c5eb6231 · outbound
This paper cites Attention is all you need in speech separation,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Attention is all you need in speech separation,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.165097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bdb63dc3-bd02-477b-beed-6ff8d0783781 · outbound
This paper cites SpeechBrain: A General-Purpose Speech Toolkit.
Beyond Speaker Identity: Text Guided Target Speech Extraction SpeechBrain: A General-Purpose Speech Toolkit
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T20:14:00.667684Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3eed92a-141a-444f-925f-a158c500a3a3 · outbound
This paper cites Textrolspeech: A text style control speech corpus with codec language text-to-speech models,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Textrolspeech: A text style control speech corpus with codec language text-to-speech models,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.147416Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 17418e5a-10de-456d-8c14-58a147cb9a53 · outbound
This paper cites Optimization of speaker extraction neural network with magnitude and temporal spectrum approximation loss,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Optimization of speaker extraction neural network with magnitude and temporal spectrum approximation loss,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.124753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2335e1c5-3911-4214-a303-5b7847321c5f · outbound
This paper cites LibriMix: An Open-Source Dataset for Generalizable Speech Separation.
Beyond Speaker Identity: Text Guided Target Speech Extraction LibriMix: An Open-Source Dataset for Generalizable Speech Separation
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T20:14:00.691235Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80c66340-71a3-460d-93f6-0d24113b728a · outbound
This paper cites Dual-path rnn: efficient long sequence modeling for time-domain single-channel speech sepa- ration,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Dual-path rnn: efficient long sequence modeling for time-domain single-channel speech sepa- ration,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.103312Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4bb5b753-248c-4144-a981-612c9e84d0d8 · outbound
This paper cites Deep neural networks for acoustic modeling in speech recognition: The shared views of four research groups,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Deep neural networks for acoustic modeling in speech recognition: The shared views of four research groups,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.060804Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 540a7d0f-2926-478c-821e-9abe2cbc5e3f · outbound
This paper cites X-vectors: Robust dnn embeddings for speaker recognition,.
Beyond Speaker Identity: Text Guided Target Speech Extraction X-vectors: Robust dnn embeddings for speaker recognition,
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T20:14:00.715163Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06270b51-d33d-43fc-8a96-84f584383de9 · outbound
This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.
Beyond Speaker Identity: Text Guided Target Speech Extraction BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T20:14:00.721189Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8491beed-4259-4cc3-a58f-5bb734d19bae · outbound
This paper cites Semi- supervised time domain target speaker extraction with attention,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Semi- supervised time domain target speaker extraction with attention,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.032498Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bb48f634-17e7-43d2-ae8f-024f92d5d5b3 · outbound
This paper cites Performance measure- ment in blind audio source separation,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Performance measure- ment in blind audio source separation,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:01.011895Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1ef555f1-f253-4f8b-a894-1524efce4221 · outbound
This paper cites Wavesplit: End-to-end speech sep- aration by speaker clustering,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Wavesplit: End-to-end speech sep- aration by speaker clustering,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:00.985082Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 44f33c04-f025-45f8-bbd4-e5dbf6544a93 · outbound
This paper cites Perceptual evaluation of speech quality (PESQ)-a new method for speech quality assessment of telephone networks and codecs,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Perceptual evaluation of speech quality (PESQ)-a new method for speech quality assessment of telephone networks and codecs,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:00.968610Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c4e21c3a-685c-4476-af3d-6a1e468f98e7 · outbound
This paper cites Conv-tasnet: Surpassing ideal time– frequency magnitude masking for speech separation,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Conv-tasnet: Surpassing ideal time– frequency magnitude masking for speech separation,
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:00.952605Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 287ae483-999f-4ee8-ae62-19339118296c · outbound
This paper cites Self-supervised disentangled representation learning for robust target speech extraction,.
Beyond Speaker Identity: Text Guided Target Speech Extraction Self-supervised disentangled representation learning for robust target speech extraction,
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-10T20:14:00.939537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Pith citing papers
No inbound Pith citation observations are available.