Paper Citation Record · LEDGER

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system

As of 16 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2505.18273.

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

pith.paper-citation-record.v1
2505.18273 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:37:34.579319Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

27 of 27 outbound references displayed

verified exact0
verified fuzzy16
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 23d292ae-d420-4d9b-9b26-c488a4a3d79d · outbound

This paper cites an unresolved cited work.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:37:37.556223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b76a8ade-6dcc-4227-895a-c15c7bf7cd50 · outbound

This paper cites an unresolved cited work.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:37:37.376338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 80fb759b-7b89-4ecb-81eb-3b3f27fc67de · outbound

This paper cites an unresolved cited work.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:37:37.166862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f3bd8f85-1a86-4492-a1f3-be10af19c3f9 · outbound

This paper cites an unresolved cited work.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:37:36.986973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0dddd119-9a5f-4dda-99a1-bc1a460c847d · outbound

This paper cites The present study commences with an examination of the influence of distinct training methodologies on model perfor- mance and its generalizability to unseen attacks.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system The present study commences with an examination of the influence of distinct training methodologies on model perfor- mance and its generalizability to unseen attacks

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:36.830530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3a3a9fe3-1a72-413b-8358-cd6bae9baefb · outbound

This paper cites The proposed approach enables seam- less fusion of ASV and CM pre-trained models while maintain- ing a compact and efficient structure.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system The proposed approach enables seam- less fusion of ASV and CM pre-trained models while maintain- ing a compact and efficient structure

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:36.684140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2eb9af73-ade5-4566-84a0-6382303de71a · outbound

This paper cites an unresolved cited work.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:37:36.509289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0259f76d-0f68-4347-b74d-6459c085ee72 · outbound

This paper cites To what ex- tent can ASV systems naturally defend against spoofing attacks?.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system To what ex- tent can ASV systems naturally defend against spoofing attacks?

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:36.315546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f0c841e3-cf6f-452e-b868-15a78482d277 · outbound

This paper cites SASV 2022: The first spoofing-aware speaker verification challenge,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system SASV 2022: The first spoofing-aware speaker verification challenge,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:36.191627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d3e259a6-e2d5-4c1f-ad0c-b41d2b36bdb3 · outbound

This paper cites Golden gemini is all you need: Finding the sweet spots for speaker verifica- tion,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Golden gemini is all you need: Finding the sweet spots for speaker verifica- tion,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:36.081674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3d78418b-6ad3-4233-9ade-6b54be6e3bc8 · outbound

This paper cites ECAPA- TDNN: Emphasized channel attention, propagation and aggre- gation in tdnn based speaker verification,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system ECAPA- TDNN: Emphasized channel attention, propagation and aggre- gation in tdnn based speaker verification,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:33.750138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00cebb5e-5606-4cc5-a9d1-49eaeab3896f · outbound

This paper cites AASIST: Audio anti-spoofing using in- tegrated spectro-temporal graph attention networks,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system AASIST: Audio anti-spoofing using in- tegrated spectro-temporal graph attention networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.974501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8a684031-bd06-4c42-89ca-36710baff48f · outbound

This paper cites End-to-End Spectro-Temporal Graph Attention Net- works for Speaker Verification Anti-Spoofing and Speech Deep- fake Detection,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system End-to-End Spectro-Temporal Graph Attention Net- works for Speaker Verification Anti-Spoofing and Speech Deep- fake Detection,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.866418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 90e302a4-9f62-4ecb-80e0-b646c0951ff8 · outbound

This paper cites AASIST3: KAN-enhanced AASIST speech deepfake detection using SSL features and additional regularization for the ASVspoof 2024 Challenge,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system AASIST3: KAN-enhanced AASIST speech deepfake detection using SSL features and additional regularization for the ASVspoof 2024 Challenge,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:33.875204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8e06697-e7bf-4142-aaee-80a1f14915ca · outbound

This paper cites On the potential of jointly-optimised solutions to spoofing attack detection and auto- matic speaker verification,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system On the potential of jointly-optimised solutions to spoofing attack detection and auto- matic speaker verification,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.741022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 59213506-fdc8-4b4b-95d3-364f2d2c6c48 · outbound

This paper cites Integrated Spoofing Countermeasures and Automatic Speaker Verification: An Evaluation on ASVspoof 2015,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Integrated Spoofing Countermeasures and Automatic Speaker Verification: An Evaluation on ASVspoof 2015,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.663215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 64add61e-bd9a-4d5a-bc65-aa77b347295d · outbound

This paper cites Spoofing-Robust Speaker Verification Based on Time-Domain Embedding,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Spoofing-Robust Speaker Verification Based on Time-Domain Embedding,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.568872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 05118ece-bdac-4438-b907-e45e6b56d356 · outbound

This paper cites Tandem spoofing-robust automatic speaker verification based on time-domain embeddings.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Tandem spoofing-robust automatic speaker verification based on time-domain embeddings

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:34.044826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d528313-92bf-4ca5-9d56-296c9bdd45e6 · outbound

This paper cites A probabilistic fusion frame- work for spoofing aware speaker verification,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system A probabilistic fusion frame- work for spoofing aware speaker verification,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.464855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1144856c-ab43-4c7c-a51f-f50af1978b12 · outbound

This paper cites HYU Submission for the SASV Challenge 2022: Reforming Speaker Embeddings with Spoofing-Aware Conditioning,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system HYU Submission for the SASV Challenge 2022: Reforming Speaker Embeddings with Spoofing-Aware Conditioning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.360880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2beeaf5a-edde-4ad0-80dc-3a3cb56139bb · outbound

This paper cites Generalizing speaker verification for spoof awareness in the embedding space,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Generalizing speaker verification for spoof awareness in the embedding space,

Reference 21

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T14:37:34.859377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5790a31c-d93b-4b2d-9b92-7d3ba4923173 · outbound

This paper cites DNN speaker adaptation using parameterised sigmoid and ReLU hidden activation functions,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system DNN speaker adaptation using parameterised sigmoid and ReLU hidden activation functions,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.269353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 09f69894-570c-4388-b16e-8ec9c2e41f78 · outbound

This paper cites Adaptation algorithms for neural network-based speech recognition: An overview,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Adaptation algorithms for neural network-based speech recognition: An overview,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:34.352429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 328f980d-43d1-4295-aebd-f6f9493562e7 · outbound

This paper cites Joint Decision of Anti-Spoofing and Automatic Speaker Verification by Multi-Task Learning With Contrastive Loss,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Joint Decision of Anti-Spoofing and Automatic Speaker Verification by Multi-Task Learning With Contrastive Loss,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.174402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9d2fa848-7902-4c42-b8bf-2571a6245a54 · outbound

This paper cites ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:35.074285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f7deedbc-4fa2-4120-9b49-6cbe53aa71c3 · outbound

This paper cites a-DCF: an architecture agnostic metric with applica- tion to spoofing-robust speaker verification,.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system a-DCF: an architecture agnostic metric with applica- tion to spoofing-robust speaker verification,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:37:34.983750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 28f27dc7-0d5e-4b58-adb5-e839b579b5de · outbound

This paper cites Confidence intervals for evaluation in machine learning.

ATMM-SAGA: Alternating Training for Multi-Module with Score-Aware Gated Attention SASV system Confidence intervals for evaluation in machine learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:37:34.579319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.