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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:a4a6e30229c943db4aedffe049f5caa16c629436845478c209520bbda90122ff

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:fef937932b9b30290e1324484a3b38d52af1d61165c054486adae518f23835eb

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:f9d4ea522abfd2f31ff51d7027cd751f10451b962a8351ec545ce5f1da6f7cab

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=sha256:8cee5e1233a31705b075dd1b61a43629cbe8f29a0fc2fe6098359d1d194ceede

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:a787336af4abe99198aa6dd4e95f4be5c6a085aa676f76f83ad27c00fe266956

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=sha256:3b5d6bdca92c30e5eae87385f98cbe11c357df5d9a4e424c026c9b065cc2ff06

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:b34f9c05c5413d32a43790d6c0f922c004b58dfb2bd8714a9961bf3139310e68

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=sha256:34ea0ba13798d1343e44ea532d8272187abea7001782191bc4291ea17f055860

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=sha256:7075058457aaaf0eb77c3856b84403286489698be7cf16c9c9b8eb64131a7db5

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:a2bfe21d8e77dfa139e86e3df4d8e4df2753b9184fb80668d9bd759a69395aad

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=sha256:62765902b5df9db1e3782fe6780db53bf3537049cfcca75052aba8d7e593fee8

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=sha256:7bceaf6b85c22af74b641dd89b064b6e0e45df553d59800e305d24fd40f4c4e6

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:a9931554e7242c39306a60b57340963f3001d5f38fc3c53988138f33dc2995a3

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:b2683daabaea8622e72db09b02f13ff037f6462e6a4d5dffddaf6f73cbbadd22

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:b2021361f4b42a496d96342304373303396420e8fb8b4f449d2f6502c421d802

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=sha256:1a20614b800123c62f6570eb880b83c7e4f685928c59c048da600369b8cf5b90

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:ab61b1ceb4e6802faaeea138ab64b5d0606dff5262bf87273e14205c6b582286

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=sha256:28fefb4c3aa1156ccf533e411f9e0f01bc5a6cf5be353c200208f5194472b52a

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=sha256:9992ec408c06d611c59aa9a3fb507cea468da5eabb5a3bc76ec3f98e4cdbe7a8

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=sha256:05f409c79b4a7662ee69a0ac580ff8ff348f4e7f3dcfafc674af4d2deedfc473

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=sha256:9fe45aec9e5759d3f06fc683aa8fcfb8a1f45a23e35188dce2474ade1bc268d7

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:ccaf15ef70296bc260ed79303e6061cadef9f87cd08b04249b13d2c4290f3649

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:cc04e02257b9680862a12d6488e85607fd9f51d15c52b8491fb438af9a835976

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:bdeff2c950823918a404298e6f400f84490468119504e83b5af1c0b1da2084c4

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=sha256:8a1f0251fc0d3182eb9f1f09b2edcf8b7974a680c09161b1935313915a8115ca

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:d874312af54312e18c23bb5602da50f7dc6890c0eeeb9d5f8893c4da05e999ab

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:ab75e1bf07b6740791b3b70a4bfc7243b4f76cdc671a3facff037511df11c3ce

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:da48786ae209b90897e8a84a2bef0e6c413669487b1fc71248600ece4d2ddd26

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:d2c17fed25135004919fa25e4f85c31b7b4cc8fd347f58a914e42df82e93fdce

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:a315ce8c529e536a91473c5f7c8484430c817e87451a741f25c6b742f5d863e8

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:e5e7774cfd218eed58e67aaadf1891695185361f8c31debe60f23f148014e4fa

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=sha256:4406cb8a65ffbb4e4e2ff2155c4f48b11bd300b33b1f897bd1561d03073d1a42

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=sha256:10ebabb0d8e9e8fd26ab1dba69865b12106578cb34278f13b64ecf86756ab8a9

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=sha256:782acd146ce6e5dcd9673f720ae07364995178fbf4c432a04cb4a93e03f38fa7

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=sha256:19c51606fdfaea43b1a3989667c41f715bb06761572a9c438f492338698dfe73

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=sha256:0ab83c4bed3c959f153ade818c78468506c1ddde541e63bbd8417909d52b52c1

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=sha256:70c547613733514281cda0415c1a27cf9f5035399c4ad3917c54a3a72ff310f3

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=sha256:3ae2878e0b658995edc0929c47b3271d84ec9e71c0490563945a2ac3b3353c0b

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=sha256:59fdf9af37af91f8c1434e54adc05c85102707439ecbe08ab4bd7b36635c6a25

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=sha256:34f65f83e1fb5c1bb1ca393b8d73ee7609b27b30f495cb12a9d3b061c6d3597e

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:bcbc0ecb53670bb5d91547d472318f4d5d756e1545c78b95500171f9672b5dcc

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=sha256:34d3f108a78f84a95b39adcdd90a8fdd76f0f009add35c5635f9331fed24b040

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=sha256:0e327b4b809cc3550da43a01767cc73629ccb6dc067255024972cda19b1de6ab

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:bf690b2a7a4f7ba2e02dc3b979f99c5deb5142a34585b7a82d6864bd3eece53b

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:ea0afb600dcbff2e5ee4053d34e4e776274998e694b7c6a28f979c8c072bc99b

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=sha256:2c7ad70a2083ff814e44ff99e56eabf274d24cd2546899d9c9d1e1df97d98581

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=sha256:87d362c867c946f599aeb8f03d540a7bb5fa73d46e384c5fbd8c3f3acd347186

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=sha256:63702553512ea1a8cbcbc228ca1b3084332b08e74a8a5319190455ca87d5d58f

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:a1f6ad0ed3a68f35a5b25ab810fd3e582369de9e7de667dca8873174b04b9e0a

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=sha256:1c89673740203b50a52967aa60686973805a078b695a30d2c2f56e76bd9d9a7d

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:f982a8c3afb4c894f96b46532b654e2759b649dc273bdd3541e311b9fe2df6e1

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:c0110f87f34440b2bf2369cf7e7070184491f1c4534319f895485fac581d66e0

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=sha256:5f01219d1086383b6185799ed23c050bccb2020f64982c788c30e052e4c81b65

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=sha256:37f01f00ea5a9b5f2599c94acfbc9c79f1cf0aa4aed6cbc1c69f53495eaeb9ae

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=sha256:713e6b1d153665968a173c5db847e3fe38958657a2624cb39f62e6afbdb63b60

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=sha256:843ef6325f6eb55759181e7cf2feceaf9de7f24fefdc37c4e193e88dcd57bffb

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=sha256:1cfdf0c99060c0a0cb544c864392c7b4c2354bc09e6d1b53d4372cfc4d92241c

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:c02ed2154f83669085ec4d9a93fd76cce61b230f441268a6985b67b30d6eff33

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:dd3b452fb1d4e413dc14ad794536e7be55a056b064e9aa25baa3e3ce7ba7765e

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:a25524e7b721e8700b0406e5d6dfda4cec6859d396aa296443e6d17d8175e4b6

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:f20b54c87a1c60b47f5e77eadc74d1d7025c5907f201c07fcf4f5f96855a4181

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=sha256:031b5af31f5e8f3bf6904f8f79fad602f6b85c1247a44951cb555bf2573ccf9c

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:a6e93b38aca506cd700faea960ce634b0e44872b504e3b93c99f33fcc16f6926

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=sha256:45f541e5557152da15e6be61fff0e5f9d900473ea1f73f4c3308b5eb71c8450a

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=sha256:96a9b6a4783b892aacde9b76a21816a1b303abf52866f78529b60b63d322b988

Pith citing papers

No inbound Pith citation observations are available.