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Paper Citation Record · LEDGER

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices

As of 13 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2411.19841.

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

pith.paper-citation-record.v1
2411.19841 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T05:50:07.388363Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

65 of 65 outbound references displayed

  • verified exact8
  • verified fuzzy0
  • unresolved56
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation df695be7-e340-4777-9c01-a37287ae3ddd · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.604579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.108583Z digest=sha256:7fb1399b6f4928948d37a5de7a22ec6933da9553190c5384cc7b129c7911f7b8

Observation b63bc7e6-5e87-4272-9836-f634d78d0c8e · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.591240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.114285Z digest=sha256:7728c35fd6985e42b0f0d29f6664342b977aad368460295ed16b41bf244eb93d

Observation be9128cf-9cab-49d2-be5d-da484e436519 · outbound

This paper cites Audio Spoofing Verification using Deep Convolutional Neural Networks by Transfer Learning.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Audio Spoofing Verification using Deep Convolutional Neural Networks by Transfer Learning

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.118812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.118812Z digest=sha256:7fa7a32ea1d012236774ec60afd268705847930e3da9505f5ce028975ca95a64

Observation ef74cf1a-5dfe-4731-b623-d8106a76b0b7 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.577446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.123791Z digest=sha256:980f53d7578dedad130a6e9dbfec76afd69860ffbb238ada650a82e8a2f51492

Observation 993934d3-6cda-40e4-9c4e-d3166f6ce7c7 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.563555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.128391Z digest=sha256:d9bb480d36ac043c00a895327a11d6ad8fed7f6d23ea2b0da0fc2cf12f16595b

Observation 3950719a-cc1f-4021-b597-347cdf840209 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.548243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.132658Z digest=sha256:a51c68fbafdeb85484237f81b93ce997d9b1a61bbfcae783515304513cb21acb

Observation 40b06adb-62df-4cdc-9e64-fea358873622 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.137292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.137292Z digest=sha256:f4e39a169b4926eff21338b7cf0ca9fc4edb9f5157f17a523ca9d1b767df821a

Observation c10a8965-80c8-4fe8-b1b2-fa4da99f567e · outbound

This paper cites Ensemble Models for Spoofing Detection in Automatic Speaker Verification.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Ensemble Models for Spoofing Detection in Automatic Speaker Verification

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:50:07.971002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.142138Z digest=sha256:658ffd60ff26ebe022a4b675b597e987549bd17e8907668a1a8ca1d9ece7e900

Observation 64bdce52-b82e-4ce3-8191-59d3f1a0d0f1 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.534607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.146403Z digest=sha256:ad364c644766919a327808bd59bf2158fba40d74e5b7536818cb14dfd25e0a58

Observation 64cb77d0-2717-46b7-8c81-e6a0ce78b7e9 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.520312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.150563Z digest=sha256:d4481632febbb6f3009ef5fde913a44596d20f8f2bcb0accaf57bd3149b263b7

Observation d0df6db2-c306-489b-9ece-5eeb7d58ba49 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.505823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.154781Z digest=sha256:39cba7e38beed602971cf603a175d4afdbf869c3128146bcff0c316d50aff9cb

Observation aba3049a-2950-465a-a1d4-ad0f35b1454c · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.492119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.159158Z digest=sha256:9efe7cba7a7bac0a7fc738a39960348fa0412bab9670bf765eadde8b5e0745c1

Observation d8551588-5b35-444c-87fc-3e9382d29ed1 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.163599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.163599Z digest=sha256:39b6ea5b21b430fd4fefe0067a709fdc64debee6a13691f7cdbec8b87bb3772e

Observation 6601f59f-6ece-4d54-90d7-6222cbb8d4f8 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.469012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.168699Z digest=sha256:7290b1a586b1b515095553c8ee877463a152b6d0489625ba262531f14ad86445

Observation 6bccbaed-c2b6-4a45-9aa1-f8acc89efccd · outbound

This paper cites Self-Attention and Hybrid Features for Replay and Deep-Fake Audio Detection.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Self-Attention and Hybrid Features for Replay and Deep-Fake Audio Detection

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:50:07.951123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.172799Z digest=sha256:8683f70fa542b684d57c6ffc499a2c997277d0f4aea897186fa6cfe44f6f8adc

Observation 1af4344f-2b6d-4f05-99c4-9bb1e3fbb3e6 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.456065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.177111Z digest=sha256:c7ea2a846282923b56700d0439097f7b04169c24a470a0707082648cf9fe3d07

Observation 8931742b-e5bf-45f1-9254-7ec713011c7e · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.442454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.181122Z digest=sha256:faf9aac0d7ad5fc5b2a932d011b7c07a84b09826f976ac0f4566dc3f7818ef77

Observation 3bba9ac3-dc12-4582-adcd-3da778fd162e · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.429246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.185288Z digest=sha256:6e526971c4c39efba05ec57233daa1f8bd433de93f9c37c8559289c2fb0ef0b1

Observation 2c0e4ccc-27d9-4ded-8235-1274658057c3 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.416345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.189729Z digest=sha256:ff861ae6b2b93ca8ffdc27becf837c0f08c3f9edcebb10400fef0a033537280e

Observation 99235ff8-20b0-4895-8221-17dfd099f157 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.402916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.193942Z digest=sha256:afd58563c4d36a3c4ad5d9e93154993863ef03192b18c395b995e1c45abb0476

Observation 01d76e23-4d9c-4486-9861-7ab2c6662f24 · outbound

This paper cites Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forward.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forward

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.198106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.198106Z digest=sha256:80a30d7ce0672b86fb01cf6d0841a688dc03d8be33dfe0b7c2fafc1ad3dee3f1

Observation 60c7ed5f-abf7-452c-b2be-87fdbea702da · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.389209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.202683Z digest=sha256:e7b1ab2c1b297d17d1a4413f28453341e4808e7a6ce1bb180500626323f8c6ea

Observation b9208c47-b80d-41cf-b954-67d3c5912d93 · outbound

This paper cites ASSERT: Anti-Spoofing with Squeeze-Excitation and Residual neTworks.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices ASSERT: Anti-Spoofing with Squeeze-Excitation and Residual neTworks

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.206906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.206906Z digest=sha256:a34927d8bc7c1450ccc9fc36be35b2820e7c41d4acca67a83d69777734381b19

Observation 7f33d309-320b-4d2d-8a4b-0c2fb6c5a461 · outbound

This paper cites STC Antispoofing Systems for the ASVspoof2019 Challenge.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices STC Antispoofing Systems for the ASVspoof2019 Challenge

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.211416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.211416Z digest=sha256:06b700686c53bb3fece5e328fd12942d86b915007d580bba6b997c229b2d4d15

Observation 3e5a3163-8f7e-47e2-915e-478e44c39356 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.375484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.215786Z digest=sha256:172a281c37f7a89be3252054295032aca73ca8ad7b1bece6be7daf3f3e7c4ebe

Observation 3d3f9223-a525-40f1-857a-fb4712527e84 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.361757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.219804Z digest=sha256:cb2cb9052c267e064b6584b813a69b09c2e78dcd1518e607aed1df0c3dbef4b6

Observation 148a6b20-2b34-46af-8561-93fd424f1153 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.348698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.223637Z digest=sha256:86fcf97d8c5dea3c4cc4ba21eb4c826d68b6b30d67dd0a21e05390ed662b28c4

Observation c41ac74c-2653-492b-a045-f609705e0b68 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.335195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.227649Z digest=sha256:18b9c4d8b4d6577318fadd4e8e317ff8375e238237ce59b989532e9001a31f87

Observation fb522ee9-5062-4df2-b7b6-717ce0cc2a58 · outbound

This paper cites Decoupled Weight Decay Regularization.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Decoupled Weight Decay Regularization

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.231854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.231854Z digest=sha256:871ff6bcbe31f78a9522b675d9b7fb47d396261b7bd29d1113dc7335cafb7fe4

Observation 75c47349-217b-4712-8c58-dcb5e9795be7 · outbound

This paper cites ConvNeXt Based Neural Network for Audio Anti-Spoofing.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices ConvNeXt Based Neural Network for Audio Anti-Spoofing

Reference 30

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:50:07.875241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.236464Z digest=sha256:730ebb3adaeb60f25e26977ba23bad456e64e818aa013e2c5d5de24073628d9c

Observation 99884f3e-e232-4cc6-bdd5-574a7214ac6f · outbound

This paper cites RW-Resnet: A Novel Speech Anti-Spoofing Model Using Raw Waveform.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices RW-Resnet: A Novel Speech Anti-Spoofing Model Using Raw Waveform

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:50:07.854518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.240553Z digest=sha256:31e8961584328bd7500c099b68366562878dd3f5a4b055e320c68dd3b2d19267

Observation 3d076ef2-d96f-41d3-8f54-c248503c7f4e · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.321836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.245056Z digest=sha256:6d9bdcb6f6c9860cc4a89db58d30d0241f4a4c978f45ebd43f563431c8a74bf3

Observation 42daa9de-5681-4dab-bd08-0a89d25ef55a · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.308700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.249813Z digest=sha256:a12968175d59a0fe00a4a32ea7847ac0afe7e66e8bcd5019f9120a61ab9a97a6

Observation d851946d-f51c-48e1-9cd3-7a3944a55706 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.253860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.253860Z digest=sha256:68734c6489532961e8751e192cc45ed160ce66d267786efa44873953b88f37a7

Observation 2c4116c3-816a-406f-aa20-18f3c42e1047 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.295401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.257907Z digest=sha256:70ec97a913c5101b59e4f118bd466f76a3052110277bb4a363ff4935c393e3e1

Observation e60cb16f-4ef5-45d3-9674-a7be25e3aef0 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.282080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.262945Z digest=sha256:7639cdcff79e7e595e50b18c923b69ce2b239377dd55c5376edeb33918f23b88

Observation 535ee1f2-97d5-448f-9304-5f00001b6569 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.268879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.267378Z digest=sha256:c2b013d716b9200c23af4952b060b3b02a5077e590ff8ffaf3f43721fcc0215a

Observation 4dec6f91-5861-4643-8f0b-64ab16ac93d1 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.254762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.271458Z digest=sha256:2f05aa702688f148d261fa640606fc4399ddd3a5f1c208523bb9dc0a8cf04a97

Observation f9a0d792-a5c3-42bb-82de-c9ce425bb1e3 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.241046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.276400Z digest=sha256:7a94353a8e27ea0a14f43b12210424e91b5be6e5bfc98bd1504c06d888797e7d

Observation 06fabc46-17e1-4fa5-bd55-fc8ea7fc07ab · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.226249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.280697Z digest=sha256:e2c46e04850b2bce027e4eae7ea00817daadbc0b99c3734e29994a16c051cb5c

Observation b0e52c81-7a8a-400e-b372-5767c761b3af · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.212948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.284741Z digest=sha256:92913a459405fa03ac1d0e2e6219a876875465cfc20b68226bf4bc6120c549a2

Observation 32eba943-e3a0-4733-a689-caa9a749d43f · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 42

Resolution
verified exact
raw_fallback, observed 2026-08-12T05:50:07.770396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.288891Z digest=sha256:a64e1c99d474c9484b55153ca27c6c4e1edac9a69f794e2d65a5d069bd90a7da

Observation 9f823514-0023-4c35-abd5-ec3c69abae40 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 43

Resolution
metadata mismatch
raw_fallback, observed 2026-08-12T05:50:07.699935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.293044Z digest=sha256:e7e063763e0522dbcce4ac8b0da5068c1cedaafde48c3a39a251edc8f2a65bc0

Observation 49abefaa-dec3-4f01-b975-8a2af7972554 · outbound

This paper cites End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.297091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.297091Z digest=sha256:9f52f0dfd3e3ef574ef3cb416ee2b19d00de4d9d0947cc2dfdcfeaf504989088

Observation 4afc4b72-431c-4317-86cc-0731e9cd388d · outbound

This paper cites Spoofing Attack Detection using the Non-linear Fusion of Sub-band Classifiers.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Spoofing Attack Detection using the Non-linear Fusion of Sub-band Classifiers

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:50:07.574358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.301571Z digest=sha256:d12558286a95551665d3a78cf2d7ae17b491b4e62b80e611aa45e29a0d492b33

Observation 0cefc054-e14a-419f-a73b-5dea9e23fba4 · outbound

This paper cites Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.305874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.305874Z digest=sha256:ec9d371e2a5a8f052b469c903fb70a1cc4732c84c0ba1ee181dea2c164718c0a

Observation a2350c88-99a0-42e6-9496-bc17f50ae9c6 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.199609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.310432Z digest=sha256:c9ce4e93d2fe536d280ac70b1bd72d80624e4b3a7e9d4b62f9a1db48f61cd7a4

Observation ed5760a4-dce6-4da2-b214-2edac2f7e6ce · outbound

This paper cites ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.314627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.314627Z digest=sha256:d2580a3deb6fdc5e3801104fb6470a0f7c44163c358d7e780427d7a635ea810b

Observation 9337b361-25bc-47bb-a26f-8cc34d539b62 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 49

Resolution
verified exact
doi, observed 2026-08-12T05:50:07.424355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.318974Z digest=sha256:a4b6fbb19ab916f7b630083c4547c4c861d43441198c545ae7e545d22dc438f6

Observation 069c5163-d03b-4968-a759-e383bd02818d · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.185719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.323141Z digest=sha256:4b16c59d0d6a60ab29d51a71fe881fd2a338c475fa141e069aca36831dabea3b

Observation 83d38801-be20-40f2-b901-841a035ee1b3 · outbound

This paper cites A Comparative Study on Recent Neural Spoofing Countermeasures for Synthetic Speech Detection.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices A Comparative Study on Recent Neural Spoofing Countermeasures for Synthetic Speech Detection

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.327339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.327339Z digest=sha256:82f16f2cdd5870c5894b78e9c448a9cc661f3683e4d68fe76f871d1546184a5e

Observation 8c14bee5-a745-4300-ab0b-67a831f56a94 · outbound

This paper cites Investigating self-supervised front ends for speech spoofing countermeasures.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Investigating self-supervised front ends for speech spoofing countermeasures

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.331825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.331825Z digest=sha256:9a5a58b607e4f86448e17473fe9edd7846fb4f8d2de0f733f14956234a8faa10

Observation 7cfffead-6360-4ba5-a661-6e87207475bf · outbound

This paper cites Light Convolutional Neural Network with Feature Genuinization for Detection of Synthetic Speech Attacks.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Light Convolutional Neural Network with Feature Genuinization for Detection of Synthetic Speech Attacks

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.336349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.336349Z digest=sha256:6637e8ab03a1fead1ce22d694423599caaf31281af13a9858495c8da664c815a

Observation f2c248ad-9472-47e6-bcd1-8fe022f2f4c1 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.170917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.340559Z digest=sha256:6d838927ed42bfbf250fa6b32247cdc0aaae360cd36203ee204f52b70d578cc1

Observation 6d19dcca-eefd-47e5-8988-88bb966c1a1b · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.344659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.344659Z digest=sha256:9667b268a895fb8b1454fe30417e259a06f7f25f6a64a858c29c43fc1ebc71dc

Observation 234abfe3-44cc-4ff2-9d4d-7ab45239d564 · outbound

This paper cites ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.348717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.348717Z digest=sha256:4e843b2bba74abda7cae5eb406ebb22dedc3b5231452ddba6d0b8e4f3413087d

Observation cbacf356-5f9a-4207-85de-de1271dbd95c · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.147413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.353145Z digest=sha256:c62f260c9e5c7164233fd54e7cf278617f9e8b007aba4312bc15f4037d34f87e

Observation f2e214a4-273f-4cf4-a123-e1f55d3e2447 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.132191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.357275Z digest=sha256:2a7240d751d6c5c560bd0f50a55e3b54d06de5e3154bd1512c5536493149d006

Observation 26fc9fe4-0dc8-42b1-8dc4-e3327c79fc92 · outbound

This paper cites Detecting Spoofing Attacks Using VGG and SincNet: BUT-Omilia Submission to ASVspoof 2019 Challenge.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Detecting Spoofing Attacks Using VGG and SincNet: BUT-Omilia Submission to ASVspoof 2019 Challenge

Reference 59

Resolution
verified exact
local_arxiv, observed 2026-08-12T05:50:07.473235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.361880Z digest=sha256:4652e147741ac62fc73e8cc0a0a61e2de0a1406aa182244bf49d4be3f86b59fb

Observation 20532948-f1a5-4625-84b8-a21aa3aab839 · outbound

This paper cites Multi-Task Learning in Utterance-Level and Segmental-Level Spoof Detection.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Multi-Task Learning in Utterance-Level and Segmental-Level Spoof Detection

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.366248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.366248Z digest=sha256:f151e408f621023f3ee7aa2777a0310f558cc4c895ef38635e5af497f75053b3

Observation 36a9363a-2a52-472b-9b76-d864c1947d6d · outbound

This paper cites An Initial Investigation for Detecting Partially Spoofed Audio.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices An Initial Investigation for Detecting Partially Spoofed Audio

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-12T05:50:07.370796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T05:50:07.370796Z digest=sha256:1a375767fb1ae7fb2971ab020c6af57f43cf13002617b263972f809ae1bb7d9d

Observation 2929621e-da1c-46e4-b822-bb67ec512a8e · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.118302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.376023Z digest=sha256:4f3b384f5e45dd002abeb6d514269bcbead23276f57647bed831f52b37538c02

Observation 2cbe00b0-067c-425a-832f-265bb0feb6b3 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.104441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.380155Z digest=sha256:e4f3aac4879d44f0153b0e5332bea7f3781032d0dc3619bb6bae08c9fb1cc678

Observation 76c88dc8-a202-4b78-a6fd-571c1a75bdcf · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.090083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.384293Z digest=sha256:7f9168253f59aa27a7fb4412f86556dafaedcb4ed271d28036ddab5d423aa33e

Observation f3da89ca-91ea-4712-a4f2-712f9a811333 · outbound

This paper cites an unresolved cited work.

Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-12T05:50:08.076050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-12T05:50:07.388363Z digest=sha256:e5cdf5cdeacd58db6026e045cfaefb0e32e0a7742e2ee29bc182c32027b8fd35

Pith citing papers

No inbound Pith citation observations are available.