Paper Citation Record · LEDGER

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR

As of 11 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 2 inbound Pith citation observations for arXiv:2501.14477.

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

pith.paper-citation-record.v1
2501.14477 v2

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:10:46.729901Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:37:08.860549Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T14:22:07.662926Z

Reference resolution

34 of 34 outbound references displayed

verified exact1
verified fuzzy22
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e64515a8-7a55-4d01-a669-1be15a21e8d1 · outbound

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

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Supervised speech separation based on deep learning: An overview,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T15:10:46.582092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e8c4950-15d6-425b-a325-e7a2318b43bb · outbound

This paper cites SpeakerBeam: Speaker aware neural network for target speaker extraction in speech mixtures,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR SpeakerBeam: Speaker aware neural network for target speaker extraction in speech mixtures,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.195307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fcfe31bd-1c2b-4892-b1df-dae02062b0af · outbound

This paper cites Improving speaker discrimination of target speech extraction with time-domain speakerbeam,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Improving speaker discrimination of target speech extraction with time-domain speakerbeam,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.185465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 93bdc0e6-9656-4e04-ae97-cd9bbbb1a8f9 · outbound

This paper cites SpEx: Multi-scale time domain speaker extraction network,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR SpEx: Multi-scale time domain speaker extraction network,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T15:10:46.631159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4c717d8-3fbb-445e-8cac-eea030e9a485 · outbound

This paper cites Target speech extraction with conditional diffusion model,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Target speech extraction with conditional diffusion model,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.167219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a8da5e04-21df-499d-88c1-a9a7da46c977 · outbound

This paper cites Generation- based target speech extraction with speech discretization and vocoder,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Generation- based target speech extraction with speech discretization and vocoder,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.156907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 72fe91f6-2256-4f34-859b-83c10e4fe051 · outbound

This paper cites TSELM: Target Speaker Extraction using Discrete Tokens and Language Models.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR TSELM: Target Speaker Extraction using Discrete Tokens and Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T15:10:46.642096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d37f81d3-ac7a-4cde-8dce-ef0c2d00def9 · outbound

This paper cites X-Sepformer: End-to-end speaker extraction network with explicit optimization on speaker confusion,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR X-Sepformer: End-to-end speaker extraction network with explicit optimization on speaker confusion,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.147120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d282659c-dd21-4b2d-8c79-85235707f1db · outbound

This paper cites Personalized speech enhancement combining band-split rnn and speaker attentive module,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Personalized speech enhancement combining band-split rnn and speaker attentive module,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.121244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 13178b6d-e481-4a2e-9227-e84482ef5244 · outbound

This paper cites Multi-Level Speaker Representation for Target Speaker Extraction.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Multi-Level Speaker Representation for Target Speaker Extraction

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T15:10:46.651894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc4661f7-00c1-45cf-b940-995b05860785 · outbound

This paper cites Hierarchical speaker representation for target speaker extraction,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Hierarchical speaker representation for target speaker extraction,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.101057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f9ef6128-fec9-402f-b9c4-c32700df0e34 · outbound

This paper cites Extending Whisper with prompt tuning to target-speaker ASR,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Extending Whisper with prompt tuning to target-speaker ASR,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.086726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ed4a4fa8-2d2c-479b-b71b-863bd58dde34 · outbound

This paper cites Empowering Whisper as a joint multi-talker and target-talker speech recognition system,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Empowering Whisper as a joint multi-talker and target-talker speech recognition system,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.076020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e342ca0a-6445-478a-bb8e-179f59ca1356 · outbound

This paper cites SQ-Whisper: Speaker-querying based Whisper model for target-speaker ASR,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR SQ-Whisper: Speaker-querying based Whisper model for target-speaker ASR,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.064932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 17239752-4b59-4f8a-a1cf-0f039e3fa314 · outbound

This paper cites Robust speech recognition via large-scale weak super- vision,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Robust speech recognition via large-scale weak super- vision,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.052192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e9c76bbf-e0b0-45ce-906c-83d722439235 · outbound

This paper cites LoRA: Low-rank adaptation of large language models,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR LoRA: Low-rank adaptation of large language models,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.037943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 96b622a0-1d44-4d2e-b856-4e7e6a118a3d · outbound

This paper cites Flow matching for generative modeling,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Flow matching for generative modeling,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T15:10:46.673387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4c93146-3020-42a2-9c87-b2d2bfd1be34 · outbound

This paper cites Matcha- TTS: A fast TTS architecture with conditional flow matching,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Matcha- TTS: A fast TTS architecture with conditional flow matching,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:47.008939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6fa45df7-e2a2-428e-ae49-fbae5c7f5d18 · outbound

This paper cites CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T15:10:46.678571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd89a5ae-8e9b-4f10-b316-0089f7cd367d · outbound

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

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR LibriMix: An open-source dataset for generalizable speech separation,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:46.986025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e22286fa-806d-41bd-b8aa-2d4b69a430bd · outbound

This paper cites Deep clustering: Discriminative embeddings for segmentation and separation,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Deep clustering: Discriminative embeddings for segmentation and separation,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:46.970794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 25e09a36-2e1e-4397-a44f-14f7a1b8b9b7 · outbound

This paper cites Attention is all you need,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Attention is all you need,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T15:10:46.687909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d860a433-1951-4857-ab67-e1a204d7d755 · outbound

This paper cites Drop the beat! Freestyler for Accompaniment Conditioned Rapping Voice Generation.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Drop the beat! Freestyler for Accompaniment Conditioned Rapping Voice Generation

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:10:46.790932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1f28baf5-cf7d-4094-997d-1e7b7545b1e9 · outbound

This paper cites StableVC: Style Controllable Zero-Shot Voice Conversion with Conditional Flow Matching.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR StableVC: Style Controllable Zero-Shot Voice Conversion with Conditional Flow Matching

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T15:10:46.695561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0eb6be9-90a9-41bf-a34e-fc2692bc919e · outbound

This paper cites HiFi-GAN: Generative adversarial net- works for efficient and high fidelity speech synthesis,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR HiFi-GAN: Generative adversarial net- works for efficient and high fidelity speech synthesis,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:46.937486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 23f16fff-4312-4732-a716-753ebda57677 · outbound

This paper cites LibriSpeech: An ASR corpus based on public domain audio books,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR LibriSpeech: An ASR corpus based on public domain audio books,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T15:10:46.702516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 082f1ea6-a0ad-41f0-b487-b0394f311f39 · outbound

This paper cites Adapting self- supervised models to multi-talker speech recognition using speaker embeddings,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Adapting self- supervised models to multi-talker speech recognition using speaker embeddings,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:46.903210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ea68ea39-dc31-43a3-b84c-dd07cc4a4ceb · outbound

This paper cites Single channel speech separation with constrained utterance level permutation invariant training using grid lstm,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Single channel speech separation with constrained utterance level permutation invariant training using grid lstm,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:46.889979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b8afd31f-848a-4962-82aa-76c6d4097dc5 · outbound

This paper cites DNSMOS P.835: A non- intrusive perceptual objective speech quality metric to evaluate noise suppressors,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR DNSMOS P.835: A non- intrusive perceptual objective speech quality metric to evaluate noise suppressors,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:46.879866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1c594bd9-7a28-49c4-9b0c-fd684e0db7b3 · outbound

This paper cites SpeechBERTScore: Reference-Aware Automatic Evaluation of Speech Generation Leveraging NLP Evaluation Metrics.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR SpeechBERTScore: Reference-Aware Automatic Evaluation of Speech Generation Leveraging NLP Evaluation Metrics

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T15:10:46.715255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5720d9b5-9734-4c39-b064-5348efef89f8 · outbound

This paper cites CAM++: A fast and efficient network for speaker verification using context-aware masking,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR CAM++: A fast and efficient network for speaker verification using context-aware masking,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:46.869963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d1452fe5-15e0-49d6-9c63-f139780b8ebf · outbound

This paper cites SELM: Speech enhancement using discrete tokens and language mod- els,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR SELM: Speech enhancement using discrete tokens and language mod- els,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:46.859584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ce9906db-1e5f-4ad5-8f8a-f117e3369987 · outbound

This paper cites Decoupled weight decay regularization,.

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Decoupled weight decay regularization,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T15:10:46.726366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b19be8a5-f6a0-4511-a199-e0cdff379eb3 · outbound

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

Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR Music source separation with band-split rope transformer,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:10:46.839711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation df8b61db-204e-4fd2-b94b-825f583d3405 · inbound

FlowTSE: Target Speaker Extraction with Flow Matching cites this paper.

FlowTSE: Target Speaker Extraction with Flow Matching Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:37:08.860549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25dbd4bf-1922-457e-abd1-dd3165775919 · inbound

SoloSpeech: Enhancing Intelligibility and Quality in Target Speech Extraction through a Cascaded Generative Pipeline cites this paper.

SoloSpeech: Enhancing Intelligibility and Quality in Target Speech Extraction through a Cascaded Generative Pipeline Enhancing Intelligibility for Generative Target Speech Extraction via Joint Optimization with Target Speaker ASR

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:22:07.667941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.