Paper Citation Record · LEDGER

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition

As of 22 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2504.16441.

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

pith.paper-citation-record.v1
2504.16441 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:08:09.446972Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

31 of 31 outbound references displayed

verified exact3
verified fuzzy13
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 12ed6bea-745a-4b62-ad0a-9cab51052af5 · outbound

This paper cites Variani, X.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Variani, X

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.950469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e8214505-33c7-4ece-b205-c7f18a8eb425 · outbound

This paper cites Snyder, D.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Snyder, D

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.937567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0667faa8-59c4-401c-a4a4-8e6ef386f2fa · outbound

This paper cites Curelaru, ”Front-End Factor Analysis For Speaker Verification,” in 2018 International Conference on Communications (COMM), 2018, pp.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Curelaru, ”Front-End Factor Analysis For Speaker Verification,” in 2018 International Conference on Communications (COMM), 2018, pp

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.923868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7605dd03-c2b9-4bcc-935f-e49db9b09643 · outbound

This paper cites Snyder, D.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Snyder, D

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.908800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 05615e80-dbb7-4bd0-8042-35df69047b3b · outbound

This paper cites Peddinti, D.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Peddinti, D

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.890843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c081b7db-fb02-4b04-b6a4-7e92b2024fa2 · outbound

This paper cites an unresolved cited work.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:09.877102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 21f570b0-c13a-42ea-b1e9-05d7877638e2 · outbound

This paper cites an unresolved cited work.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:09.862974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ced59229-b4bb-4594-9635-a3fbb2ad517c · outbound

This paper cites Vaswani, N.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Vaswani, N

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.850114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c61233f0-a9da-4eba-879b-15f7da0534ce · outbound

This paper cites an unresolved cited work.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:09.837450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8105718f-9759-43e8-994b-15e751febea6 · outbound

This paper cites Attentive Statistics Pooling for Deep Speaker Embedding.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Attentive Statistics Pooling for Deep Speaker Embedding

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:09.344667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28d6e780-7385-4fe5-bb9c-295e1f3be567 · outbound

This paper cites Self Multi-Head Attention for Speaker Recognition.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Self Multi-Head Attention for Speaker Recognition

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:09.349340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee326c56-6eca-4b2b-93c3-24bbc945bc4d · outbound

This paper cites Rouvier, P.-M.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Rouvier, P.-M

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.820381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3bcc330e-d5a8-4a13-a70b-87655d2d150b · outbound

This paper cites an unresolved cited work.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:09.805971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b91ad714-adb6-4579-b1d5-3683d8aec51d · outbound

This paper cites Yu and M.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Yu and M

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.785949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dda7bb6a-9e19-47dc-ae7c-94d1b5179750 · outbound

This paper cites an unresolved cited work.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:09.772571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f602a3a4-c31f-4282-bf6c-9134cd9207be · outbound

This paper cites an unresolved cited work.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:09.760433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c1cbd962-4204-4e2f-8348-b252ea30e480 · outbound

This paper cites Speaker embeddings by modeling channel-wise correlations.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Speaker embeddings by modeling channel-wise correlations

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:08:09.575362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 43e2d95a-5d14-40d6-9e88-086da79ff4fe · outbound

This paper cites Povey, G.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Povey, G

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.747373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cc45d688-8040-4e85-affa-bac1ef483e1e · outbound

This paper cites Deep residual learning for image recognition,.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Deep residual learning for image recognition,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:09.385660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98bf57e2-97a0-4575-974d-a985b48ecd31 · outbound

This paper cites ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:09.389883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a54cebcf-aa9b-49b6-a8a3-a557d1c1ac7a · outbound

This paper cites The 2021 NIST Speaker Recognition Evaluation.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition The 2021 NIST Speaker Recognition Evaluation

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:08:09.541793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f67e735a-5f93-4411-9b22-b296887e0c31 · outbound

This paper cites NIST SRE CTS Superset: A large-scale dataset for telephony speaker recognition.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition NIST SRE CTS Superset: A large-scale dataset for telephony speaker recognition

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-16T11:08:09.522092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation daee4831-eb3a-43d6-8c46-f58763e90f6e · outbound

This paper cites Nagrani, J.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Nagrani, J

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.717963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fdb3967c-3664-46ee-9745-e63b3c44183c · outbound

This paper cites an unresolved cited work.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:09.702774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a8fdbfcb-7e3e-4194-a07e-5863addfdf1d · outbound

This paper cites MLS: A Large-Scale Multilingual Dataset for Speech Research.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition MLS: A Large-Scale Multilingual Dataset for Speech Research

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:09.421212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdee6d69-a772-4034-9911-3afe4546fa4e · outbound

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

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition MUSAN: A Music, Speech, and Noise Corpus

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T11:08:09.425688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a77fcc9c-8d67-43d6-81fc-af16b28f3260 · outbound

This paper cites an unresolved cited work.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:09.688635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 71557f40-7be3-488e-8c6d-a31bea6bd6f7 · outbound

This paper cites Paszke, S.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Paszke, S

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.673998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 024ccf5a-ab7e-4aab-9048-f88e7977bb2b · outbound

This paper cites Povey, A.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Povey, A

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.658620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7201314f-36a8-416b-8fa8-f554bf53bb12 · outbound

This paper cites an unresolved cited work.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:08:09.645359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c85b19e1-4037-444e-b1c5-6b1c09806b91 · outbound

This paper cites Ioffe, ”Probabilistic linear discriminant analysis,” in European Con- ference on Computer Vision, 2006, pp.

SoCov: Semi-Orthogonal Parametric Pooling of Covariance Matrix for Speaker Recognition Ioffe, ”Probabilistic linear discriminant analysis,” in European Con- ference on Computer Vision, 2006, pp

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:08:09.626982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.