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Paper Citation Record · LEDGER

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

As of 23 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 1 inbound Pith citation observation 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 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:17:30.290214Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T16:17:30.595486Z

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.108583Z digest=sha256:ea4ba39e78d7916a86401307b69f53aca550a2ad353028d259a0514e921cae09

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.114285Z digest=sha256:c81507f59e1e8455e819715d352fa2f4a20f7db07f1733e3a23911d1b2f0c7d2

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:df3a7a95e45d63b28eeafa32545e4699cce4511bc7b4822c439c84ad9d27b4e1

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.123791Z digest=sha256:6d08b43a220d674adeb3cce5c4aed548f47ba837beb3fac94e6f7000982e43ff

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.128391Z digest=sha256:de4a8c908f7c369cd75129d8dad2b70867f95a627abb062fb48dacde24a1f146

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.132658Z digest=sha256:753ef33df006e463dec766134d5ee030c28ae6fb17d61dd0aa75c126a482fade

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:b68c1820b1412ef18d93ce30f03d661f5675f0ac1f17111fb4dc916bb948dd29

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.142138Z digest=sha256:e036cc0f97df148f40a0ba87079af02e19ed12ba004bfde20fa9f4e95d42edad

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.146403Z digest=sha256:aa7d2a863120fcd0ddea4bc2172737971f923f924d6f17fe8773ec50318f54ae

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.150563Z digest=sha256:5da1efd324fb67bd3cee99079aef2fdbf2bd48c3953b1bff45235f5ec6ce435d

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.154781Z digest=sha256:734a5293de67d058456217e04e79f78d2e4981cb8cfd32c5ce13112d60c2faab

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.159158Z digest=sha256:a3bf0917ad3dfde1ba11531822dcf77fba180473e2b368be34ca8f1e493a0894

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:ca3008ee08a3bfbf7df6d452d4a5c6ac6e9015c44415dc759604a7cc954bb176

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.168699Z digest=sha256:56b02654c1ffd30d9479a1cfa8e73a676f870a91f46378ed20a6d26db1d4e730

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.172799Z digest=sha256:be11de0e20010338633897d474eb1292930168eccdd97a57814851fad66838f2

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.177111Z digest=sha256:451a44203f8ae42e249c4065a7a6d8ac18485bdd87e0e1883c8de57dc7d74c61

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.181122Z digest=sha256:f7353e6b65434314150b8fbb945a018d8b7b81420546a5cc959d0a3cbcd22e7f

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.185288Z digest=sha256:5f9d1ef716db598d1a99029323d525c492b309fab2dc61a576d7cd5c3820e108

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.189729Z digest=sha256:0e13b90084f94ffba995f81445f03b18e41939f0e2489267f8afe7795e8d7c22

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.193942Z digest=sha256:be9039a2611411697b91c77a404f59d564a7076e74601d436aacf3d33af90af7

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:ff6d625a3ecef2b141d0a0ca8c13325ad22f4620d71d487e2eaef5db43d51b4a

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.202683Z digest=sha256:5b5cb797d5f380e7442b23a768f92ba3b05d44180a7dcd998c4f81703153f6e5

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=sha256:3b782ec97db5065bb86d503b8394c92dee67084332c9fb59c7e05b76bf836d5e

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=sha256:5df3e3169cb8cbba097c103b9c0fd024e449d72e207ef7b31c708510bd6a75c5

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.215786Z digest=sha256:c7acce350844ce32e521a0ad906b9cfa7ebeffae9bdd95cee5739fe972373600

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.219804Z digest=sha256:343b7f8bf2cd2fb14c272021a05a26c861d8c66a94c02909abfb98d35ad7a756

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.223637Z digest=sha256:0656ef863db7a3c3de9f45cd8d32e223f1197c8d3a1a7de0133d40dd5557bcc1

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.227649Z digest=sha256:efa9c11ad4d99e384653183523f0774b953745785a5872702360c1f46653e226

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:b6ab240a3267c0ed933b896f590e375cc0cc119177ce6de5c94c4cdad77fa349

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.236464Z digest=sha256:cb69e64f25c2907f7d2bb0a83142ed43831ba2ef5ea9608bf18d1359d2a0d39e

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.240553Z digest=sha256:f6e904532924ac702ceda0b55912a5e947bbb297f3edd9b80dce4fafd1d30225

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.245056Z digest=sha256:d18b648c9809838b63d1b7fbb40dca4eb4765912e24f035b5ae14d83200a9f5d

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.249813Z digest=sha256:5484dd7c871c56841c6d0a4429c4517be78283c5dc913a9caa886ddbae7dd10d

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:e870e050b1b0df404252b4c2db504a13be01b47dfe7e16f70ace9d0f37a947ad

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.257907Z digest=sha256:ef807cbba956360ba2a98d17066f472f1c3984ac6c681e9d8005476cef603dc3

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.262945Z digest=sha256:1cb3ca831da7434c0cda2aaed62351e8592bad3243ffc03c2ed2103a4e06a82e

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.267378Z digest=sha256:ce8aad224c5b9c5610626868589ac310aff3fa6efe6ed39d736ba3ff9fee38da

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.271458Z digest=sha256:95bd313469c5bcd48cf3aae9c2d7c88195fae203be9940e547188659aa69be39

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.276400Z digest=sha256:3ff2ae7b82342e084f6b5a1781c24d37f4adf36e8aacdf3d66a3fa84754f8986

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.280697Z digest=sha256:21a8b6b5231935c503f4895bccb2d94717a6fc0460c40b40697ff12684a643fd

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.284741Z digest=sha256:40099ea9ddb8d0b4ebf0a85546268b2791b5495144e83a7afc0969219aea92bf

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.288891Z digest=sha256:1f41e21ba1d500ff48acec475e56faf7ffc9c1f1af9ce0cca1fdcd8a356521ff

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.293044Z digest=sha256:3942d0dacab35c61facead03882994ab65a4246e7e108c285a5696c0fc9b4ff0

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=sha256:8f9e1d50e08660c5c4ef4638237e5bbcbd1ffa2c869ddc192327f023386c4bd5

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.301571Z digest=sha256:7909e075f830e54a1a1c1ffe26d1636ac0a3e5f8b0bfbbcccc64e4c5dfb928e8

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=sha256:0da93fe37465ffcbe3561801a7ff05ea0853152626c63457992895ccb85027be

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.310432Z digest=sha256:ec6bdfdc97db3a33242a19f78b2fd3bea636d1eecb80930273d78af26d2c8262

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:d9653248b9c258a70dd04326e183751b807f3448631cda1841dc6bbfddfa11eb

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.318974Z digest=sha256:419776e42d366a40b1ce0f43be84aba4082a2b3652151e3f2ce8eb0758282918

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.323141Z digest=sha256:4b4c60d2fe9a212671ea16b91668484d860fa1897211af675fd3269fea2e858d

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:f4f542dfeb5d90007eae63fac113f6fb074625f507ead5b383c93ab2fc72d600

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=sha256:3e657d6e1ee216af161e8e72346db72c3623ba901c066e7f73f20b6a2f91ab83

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=sha256:878ab88548cfe37864da81481b28392d90a83fa9de6301379ee1d5aa044051b4

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.340559Z digest=sha256:1b288e7deaec4982bae232a2348d514dc61b5141025787e2d39fb4f412b8e8e6

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=sha256:36132d8d611ce02922db63fcc1a1e7f0fb0c33d39cdfdfbb715e1dc727053478

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=sha256:06c9fceb2417b21f0710d44cde8da91fd0f40f68e7f2698ad75d4362989d2a74

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.353145Z digest=sha256:0416efa34bdc342ac569c6868cc181f30645b21a16898a2d6c3d3fa557a36e26

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.357275Z digest=sha256:6073e8226a8a900c067d04642b838732f6708d56d8f18be1184ca9e1a5dc07e2

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.361880Z digest=sha256:88f68c99eafba5bf192967defa2e1e082ce8bc8e53991bfc8d6e26ec7e513575

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=sha256:34a6c8a268da8169d16cd4727cce8f1cdb849686eba0804804e5ed09e5297b72

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=sha256:400b97ab612d5fd19aea4f695fdd7eb6578ec0c72aee204fa3a9d3bce500f567

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.376023Z digest=sha256:1933d0c6314621724b227c32a6cb2f1c430670f46c830e17e76b66f140270213

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.380155Z digest=sha256:8aabf3784ade693cf29e36f67c8c065dff3bd372d4075deb1455681c87583a53

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.384293Z digest=sha256:37fbafc46526613b9d35bc79e6c65172976b13a3cc8095c0425a17bf11bb956d

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-12T05:50:07.388363Z digest=sha256:62d96a7c9eec1d9d98697a5ea4477a96a98e0366892a10898d0bb62a9de96860

Pith citing papers

Observation 33ba26a4-5bef-479b-8c07-efd59626eb3f · inbound

Adversarial Attacks on Audio Deepfake Detection: A Benchmark and Comparative Study cites this paper.

Adversarial Attacks on Audio Deepfake Detection: A Benchmark and Comparative Study Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-15T16:17:30.600208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-15T16:17:30.290214Z digest=sha256:02c47b173d2f0221c12c24fe8cf023977fae7fecb3792b9337ea60c3f9392a3e