Paper Citation Record · LEDGER

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction

As of 10 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2507.14044.

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

pith.paper-citation-record.v1
2507.14044 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:15:11.844928Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T03:50:17.300414Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T03:50:33.648976Z

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy35
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b81b6717-057a-4d86-9581-6e42be622155 · outbound

This paper cites Universal Speech Enhancement with Score-based Diffusion.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Universal Speech Enhancement with Score-based Diffusion

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T16:15:09.132401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8abb0dcb-e917-4ca0-8e09-b2f90384fcc7 · outbound

This paper cites Miipher: A Robust Speech Restoration Model Integrating Self-Supervised Speech and Text Representations,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Miipher: A Robust Speech Restoration Model Integrating Self-Supervised Speech and Text Representations,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.358088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4f501608-72c8-455c-85bd-dce96d566e63 · outbound

This paper cites Genhancer: High-Fidelity Speech Enhancement via Generative Modeling on Discrete Codec Tokens,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Genhancer: High-Fidelity Speech Enhancement via Generative Modeling on Discrete Codec Tokens,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.350010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation abef3b5c-3684-4b39-b5a3-01c8255fedaa · outbound

This paper cites Storm: A diffusion-based stochastic regeneration model for speech enhancement and dereverberation,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Storm: A diffusion-based stochastic regeneration model for speech enhancement and dereverberation,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.341882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 692a8d62-73a2-4f33-bb03-104a2386ce92 · outbound

This paper cites Schr ¨odinger bridge for generative speech enhancement,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Schr ¨odinger bridge for generative speech enhancement,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.332427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fb2c3ebf-f767-46c3-8623-7476d905fa7a · outbound

This paper cites Universal Score- based Speech Enhancement with High Content Preservation,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Universal Score- based Speech Enhancement with High Content Preservation,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.323191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e4e87d0e-2eb0-41b7-9060-2c90f008165a · outbound

This paper cites Separate and diffuse: Using a pretrained diffusion model for better source separation,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Separate and diffuse: Using a pretrained diffusion model for better source separation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.314830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 88cc28c4-9996-44a1-8b6a-5cfc43a0bf57 · outbound

This paper cites MossFormer2: Combining Transformer and RNN-Free Recurrent Network for Enhanced Time-Domain Monaural Speech Separation,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction MossFormer2: Combining Transformer and RNN-Free Recurrent Network for Enhanced Time-Domain Monaural Speech Separation,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.305974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7c6c8434-9ae3-493a-8fc5-89f4dc5a7e49 · outbound

This paper cites Exploring self-attention mechanisms for speech separation,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Exploring self-attention mechanisms for speech separation,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.295885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0469a63e-2afa-4247-bcba-0f1ab5c07637 · outbound

This paper cites Wavesplit: End-to-end speech separation by speaker clustering,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Wavesplit: End-to-end speech separation by speaker clustering,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.286133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 70c0f3d9-f075-4f7a-912c-faab1e44423a · outbound

This paper cites Single Channel Target Speaker Extraction and Recognition with Speaker Beam,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Single Channel Target Speaker Extraction and Recognition with Speaker Beam,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.276040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation de3e0ef8-4a4a-4886-b53a-eff70151ee96 · outbound

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

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Improving speaker discrimination of target speech extraction with time-domain speakerbeam,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.266290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6f36438b-3779-4efd-b39b-6fdec984b0a2 · outbound

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

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Spex: Multi-scale time domain speaker extraction network,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.256657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fe15f5f4-8eb6-4025-a9f7-1c15fddbda15 · outbound

This paper cites Spex+: A complete time domain speaker extraction network,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Spex+: A complete time domain speaker extraction network,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.246490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 597ef123-3f09-459a-a7df-244301621908 · outbound

This paper cites Increasing compactness of deep learning based speech enhancement models with parameter pruning and quantization techniques,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Increasing compactness of deep learning based speech enhancement models with parameter pruning and quantization techniques,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.236137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e3ae67ee-9137-470d-a0a4-b76343ae33d0 · outbound

This paper cites Incremental binarization on recurrent neural networks for single-channel source separation,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Incremental binarization on recurrent neural networks for single-channel source separation,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.225917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 31be5f2a-9eb3-42ad-838b-33e68dc13ff5 · outbound

This paper cites Towards model compression for deep learning based speech enhancement,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Towards model compression for deep learning based speech enhancement,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T16:15:10.688579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 834605f5-dd22-4978-aebe-a72d5c6733d2 · outbound

This paper cites Towards fully quantized neural networks for speech enhancement,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Towards fully quantized neural networks for speech enhancement,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.209530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6282616e-24cf-46c9-acb9-09cb6a834eda · outbound

This paper cites Dynamic slimmable network for speech separation,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Dynamic slimmable network for speech separation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.088291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b9980da6-34c0-469d-a1da-f39243829695 · outbound

This paper cites Scalable speech enhancement with dynamic channel pruning,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Scalable speech enhancement with dynamic channel pruning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.078918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1a155f9a-37e1-49b7-8d38-9cc6e76411b1 · outbound

This paper cites Zero-shot personalized speech enhancement through speaker-informed model selection,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Zero-shot personalized speech enhancement through speaker-informed model selection,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.068432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5f8f0236-4bdb-4db6-9754-39f4ecf85711 · outbound

This paper cites Speech enhancement with zero-shot model selection,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Speech enhancement with zero-shot model selection,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.054094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 035a4387-b59b-4c54-aab8-0fc3cd4c0908 · outbound

This paper cites Zero-Shot Test- Time Adaptation Via Knowledge Distillation for Personalized Speech Denoising and Dereverberation,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Zero-Shot Test- Time Adaptation Via Knowledge Distillation for Personalized Speech Denoising and Dereverberation,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.043324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 104912d0-d0f3-4160-95c1-428ec590c0da · outbound

This paper cites Distilling the Knowledge in a Neural Network.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Distilling the Knowledge in a Neural Network

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T16:15:11.498297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e8912fd-5e1f-4247-a036-4775ed285eff · outbound

This paper cites Efficient Personalized Speech Enhancement Through Self-Supervised Learning,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Efficient Personalized Speech Enhancement Through Self-Supervised Learning,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.033234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d4514eca-30f9-4ce4-88a3-243e5393269c · outbound

This paper cites Personalized Speech Enhancement: New Models and Comprehensive Evaluation,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Personalized Speech Enhancement: New Models and Comprehensive Evaluation,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.024015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 69b44180-bade-494e-8552-fea5af50047f · outbound

This paper cites ICASSP 2021 Deep Noise Suppression Challenge,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction ICASSP 2021 Deep Noise Suppression Challenge,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.013133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 77546fe6-eabe-469f-a27f-a700f7294070 · outbound

This paper cites Test-time adaptation toward personalized speech enhancement: Zero-shot learning with knowledge distillation,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Test-time adaptation toward personalized speech enhancement: Zero-shot learning with knowledge distillation,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:12.002561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e7ac5c77-1fb0-475d-92bd-3e082c6849de · outbound

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

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction SDR – half- baked or well done?

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:11.991337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bba7894d-c1b7-40f0-afb8-60ee9fd20c28 · outbound

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

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Speakerbeam: Speaker aware neural network for target speaker extraction in speech mixtures,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:11.981205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fad1d1e8-a968-425a-b49c-1f3c490a24b5 · outbound

This paper cites Librivox: Free public domain audiobooks,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Librivox: Free public domain audiobooks,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:11.969694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e8bb3e83-726f-4a53-9eb8-8f797bbb9663 · outbound

This paper cites Audio Set: An Ontology and Human-Labeled Dataset for Audio Events,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Audio Set: An Ontology and Human-Labeled Dataset for Audio Events,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:11.959093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5da3aef1-a0cb-4a53-bf5e-e41ac7e52a97 · outbound

This paper cites Freesound datasets: A platform for the creation of open audio datasets.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Freesound datasets: A platform for the creation of open audio datasets

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:11.948195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d8aa2396-f47b-4886-80fa-cb408d4f2fef · outbound

This paper cites A study on data augmentation of reverberant speech for robust speech recognition,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction A study on data augmentation of reverberant speech for robust speech recognition,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:11.937752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d5a3f8c5-35f9-41c6-b3ef-7a9154c230a3 · outbound

This paper cites Superseded-cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Superseded-cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:11.927960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a29c9dad-64fc-4102-ae3f-f7fb9ee7a1c6 · outbound

This paper cites The Diverse Environments Multi-channel Acoustic Noise Database (DEMAND): A database of multichannel environmental noise recordings,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction The Diverse Environments Multi-channel Acoustic Noise Database (DEMAND): A database of multichannel environmental noise recordings,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:11.917819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5aa819b2-aad9-4669-a158-1d461a4f2663 · outbound

This paper cites Deep residual learning for image recognition,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Deep residual learning for image recognition,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:11.907588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1ef470c3-dfcc-41dd-b0b1-8bab4c1ab8b3 · outbound

This paper cites Adam: A method for stochastic optimization,.

TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction Adam: A method for stochastic optimization,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T16:15:11.896876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation 0e47888a-afa8-478f-9b4e-45bef846a3a2 · inbound

From Diet to Free Lunch: Estimating Auxiliary Signal Properties using Dynamic Pruning Masks in Speech Enhancement Networks cites this paper.

From Diet to Free Lunch: Estimating Auxiliary Signal Properties using Dynamic Pruning Masks in Speech Enhancement Networks TGIF: Talker Group-Informed Familiarization of Target Speaker Extraction

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-16T03:50:33.654242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.