Paper Citation Record · LEDGER

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification

As of 9 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2606.22369.

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

pith.paper-citation-record.v1
2606.22369 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T09:52:58.661879Z

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 2026-06-26T09:52:58.661879Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T09:29:44.207014Z

Reference resolution

42 of 42 outbound references displayed

verified exact6
verified fuzzy0
unresolved34
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8973edd1-a258-4c6c-b6c0-63bb71d39df4 · outbound

This paper cites Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-04T09:29:44.209008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 845914f5-43ea-42fb-bc68-148dc5600ceb · outbound

This paper cites Early frameworks such as Kaldi [5] provided comprehensive infras- tructures for data preparation, feature extraction and model training.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Early frameworks such as Kaldi [5] provided comprehensive infras- tructures for data preparation, feature extraction and model training

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 256fd171-f2b4-426b-b8a3-41670cc31ffd · outbound

This paper cites an unresolved cited work.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Unresolved cited work

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53df6346-250d-4ba6-886f-0ab9d0aae06c · outbound

This paper cites We then evaluate several speaker embed- ding architectures within the Kiwano framework under both in- domain and out-of-domain conditions (Section 4.2).

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification We then evaluate several speaker embed- ding architectures within the Kiwano framework under both in- domain and out-of-domain conditions (Section 4.2)

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5d180ec-4d3f-4c69-8068-aeb4121b9a18 · outbound

This paper cites Kiwano integrates a wide range of SOTA architectures (e.g., ECAPA2, ReDimNet, Xi-Vector) and ad- vanced back-end modules, achieving competitive results across multiple benchmarks.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Kiwano integrates a wide range of SOTA architectures (e.g., ECAPA2, ReDimNet, Xi-Vector) and ad- vanced back-end modules, achieving competitive results across multiple benchmarks

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07129ef2-4613-4496-8143-cd3a4e1747d4 · outbound

This paper cites an unresolved cited work.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f438d99-dc2d-4177-8fb2-552a4e3e95c0 · outbound

This paper cites X-vectors: Robust dnn embeddings for speaker recognition,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification X-vectors: Robust dnn embeddings for speaker recognition,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83a4325e-c895-42d5-bb4d-ba371ae6ecf0 · outbound

This paper cites Ecapa2: A hybrid neural net- work architecture and training strategy for robust speaker em- beddings,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Ecapa2: A hybrid neural net- work architecture and training strategy for robust speaker em- beddings,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02c16a84-8059-4c05-950a-0fee74c5b0f6 · outbound

This paper cites An attention-based backend allowing efficient fine- tuning of transformer models for speaker verification,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification An attention-based backend allowing efficient fine- tuning of transformer models for speaker verification,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ed03537-a6eb-4e0a-b64c-46efe87cbe82 · outbound

This paper cites ALIZE 3.0-open source toolkit for state-of-the-art speaker recognition,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification ALIZE 3.0-open source toolkit for state-of-the-art speaker recognition,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d9843b0-b03c-4d17-841d-8bcbdb65464d · outbound

This paper cites The Kaldi speech recognition toolkit,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification The Kaldi speech recognition toolkit,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c1700ee-bfcc-4972-8f30-f0c00553dccb · outbound

This paper cites Open-source conversational ai with speechbrain 1.0,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Open-source conversational ai with speechbrain 1.0,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6317dc9-95fc-4d3a-9975-65eed1284f15 · outbound

This paper cites ESPnet-SPK: full pipeline speaker embedding toolkit with reproducible recipes, self-supervised front-ends, and off-the-shelf models,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification ESPnet-SPK: full pipeline speaker embedding toolkit with reproducible recipes, self-supervised front-ends, and off-the-shelf models,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca88d4fa-e53e-4798-acb4-f7028ee7cc46 · outbound

This paper cites Wespeaker: A research and production ori- ented speaker embedding learning toolkit,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Wespeaker: A research and production ori- ented speaker embedding learning toolkit,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03e8bda4-a604-4bad-b2b4-5822ffc4ddf1 · outbound

This paper cites The V oxCeleb Speaker Recognition Challenge: A Retrospective,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification The V oxCeleb Speaker Recognition Challenge: A Retrospective,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09a9acc5-c5a8-49ca-a637-1d41e08926a8 · outbound

This paper cites NIST Speaker Recognition Evaluation,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification NIST Speaker Recognition Evaluation,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e56ecf01-06c2-41d7-a62e-3f8f7e0c0898 · outbound

This paper cites Xi-vector embedding for speaker recognition,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Xi-vector embedding for speaker recognition,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b28a4a8-39b1-4424-ba09-929c9e875429 · outbound

This paper cites Reshape Dimensions Network for Speaker Recognition,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Reshape Dimensions Network for Speaker Recognition,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 079c63b8-052d-4ef2-aae5-89d5012ae5ff · outbound

This paper cites Unsupervised speaker adaptation based on the cosine similarity for text- independent speaker verification,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Unsupervised speaker adaptation based on the cosine similarity for text- independent speaker verification,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23d94968-e2dd-4d53-a4ac-878e0cc38290 · outbound

This paper cites Towards re- duced false-alarms using cohorts,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Towards re- duced false-alarms using cohorts,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cf870c3-3396-42ff-a2a2-a35abaae75ac · outbound

This paper cites From adaptive score normalization to adaptive data normalization for speaker verification systems.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification From adaptive score normalization to adaptive data normalization for speaker verification systems

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93403d47-6170-40ef-8f2d-d2e91bad901f · outbound

This paper cites Speaker Verification in Mismatched Conditions with Frustratingly Easy Domain Adaptation,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Speaker Verification in Mismatched Conditions with Frustratingly Easy Domain Adaptation,

Reference 22

Resolution: verified exact; doi, observed 2026-06-26T09:59:17.713839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8a61cef7-773c-46da-95fb-be1179f0dd8b · outbound

This paper cites The CORAL+ Algorithm for Unsupervised Domain Adaptation of PLDA.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification The CORAL+ Algorithm for Unsupervised Domain Adaptation of PLDA

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:29:44.193729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a8eb9c33-b8b5-4170-9616-a37108ea40d8 · outbound

This paper cites On Robustness of Unsupervised Domain Adaptation for Speaker Recognition,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification On Robustness of Unsupervised Domain Adaptation for Speaker Recognition,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99584ee4-b960-4581-ad48-2c7f943687f3 · outbound

This paper cites V oxceleb2: Deep speaker recognition,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification V oxceleb2: Deep speaker recognition,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00af28a0-1b3b-4ac7-8a4b-d15268279887 · outbound

This paper cites Cn-celeb: a challenging chi- nese speaker recognition dataset,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Cn-celeb: a challenging chi- nese speaker recognition dataset,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dbcab6d-d9a7-4ab8-97a4-fe9ad33674b5 · outbound

This paper cites Cn-celeb: multi-genre speaker recogni- tion,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Cn-celeb: multi-genre speaker recogni- tion,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4cc3fef-fec6-44a1-b8bf-b1113c29fccd · outbound

This paper cites CommonBench: A larger scale speaker verification benchmark,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification CommonBench: A larger scale speaker verification benchmark,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b8d4b47-9794-46d8-a1d5-581af53fd515 · outbound

This paper cites V oxTube: a multilingual speaker recognition dataset.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification V oxTube: a multilingual speaker recognition dataset

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef860bdb-9705-4682-9a25-2fccc6798879 · outbound

This paper cites V oxblink: A large scale speaker verification dataset on camera,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification V oxblink: A large scale speaker verification dataset on camera,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c59c61ad-a0be-41fb-8b3b-f97f70435baf · outbound

This paper cites Far-field speaker recognition benchmark derived from the DiPCo corpus,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Far-field speaker recognition benchmark derived from the DiPCo corpus,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2b513cf-b347-4a4f-8746-82d1435e9877 · outbound

This paper cites 3D-Speaker: A Large-Scale Multi-Device, Multi-Distance, and Multi-Dialect Corpus for Speech Representation Disentanglement.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification 3D-Speaker: A Large-Scale Multi-Device, Multi-Distance, and Multi-Dialect Corpus for Speech Representation Disentanglement

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:29:44.201695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6a1b1515-fde0-4e72-8c94-a94b3e857928 · outbound

This paper cites Front-end factor analysis for speaker verification,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Front-end factor analysis for speaker verification,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a467f80b-066e-41ea-82d6-b446f9684d3c · outbound

This paper cites Spot the Conversation: Speaker Diarisation in the Wild,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Spot the Conversation: Speaker Diarisation in the Wild,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28ea8e11-19aa-490f-b66b-aa49f1a3c859 · outbound

This paper cites Studying squeeze-and- excitation used in CNN for speaker verification,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Studying squeeze-and- excitation used in CNN for speaker verification,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6942990f-a6e5-4c16-94d1-2ea94b9bdef8 · outbound

This paper cites Jeffreys divergence-based regu- larization of neural network output distribution applied to speaker recognition,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Jeffreys divergence-based regu- larization of neural network output distribution applied to speaker recognition,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7d5a804-0720-4d80-8f06-2b8420aa3db8 · outbound

This paper cites Reshape Dimensions Network for Speaker Recognition.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Reshape Dimensions Network for Speaker Recognition

Reference 37

Resolution: verified exact; doi, observed 2026-06-26T09:59:17.715950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 941ebd1a-b3e4-434b-8c05-cdd875aeb16c · outbound

This paper cites Score calibration based on consistency measure factor for speaker ver- ification,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification Score calibration based on consistency measure factor for speaker ver- ification,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f783a25-5142-4898-9f87-920ba16e811c · outbound

This paper cites The idlab voxsrc-20 submission: Large margin fine-tuning and quality- aware score calibration in dnn based speaker verification,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification The idlab voxsrc-20 submission: Large margin fine-tuning and quality- aware score calibration in dnn based speaker verification,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfc1f652-e9c0-4f90-819c-d40033d346df · outbound

This paper cites MUSAN: A Music, Speech, and Noise Corpus.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification MUSAN: A Music, Speech, and Noise Corpus

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-07-04T09:29:44.205340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f6275198-327d-477f-9659-1937bb511dad · outbound

This paper cites 2019 , booktitle =.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification 2019 , booktitle =

Reference 41

Resolution: metadata mismatch; doi, observed 2026-06-26T09:59:17.718492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 30920bb8-8583-4e94-8340-0ca00de17fc9 · outbound

This paper cites CEEMS: a resource manager agnostic energy and emissions monitoring stack,.

Kiwano: A Cutting-Edge Open-Source Toolkit for Speaker Verification CEEMS: a resource manager agnostic energy and emissions monitoring stack,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-26T09:52:58.661879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 8973edd1-a258-4c6c-b6c0-63bb71d39df4 · inbound