Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T05:50:07.388363Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T05:50:07.388363Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
65 of 65 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation df695be7-e340-4777-9c01-a37287ae3ddd · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 1
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.
Observation b63bc7e6-5e87-4272-9836-f634d78d0c8e · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 2
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.
Observation be9128cf-9cab-49d2-be5d-da484e436519 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef74cf1a-5dfe-4731-b623-d8106a76b0b7 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 4
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.
Observation 993934d3-6cda-40e4-9c4e-d3166f6ce7c7 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 5
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.
Observation 3950719a-cc1f-4021-b597-347cdf840209 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 6
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.
Observation 40b06adb-62df-4cdc-9e64-fea358873622 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c10a8965-80c8-4fe8-b1b2-fa4da99f567e · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Ensemble Models for Spoofing Detection in Automatic Speaker Verification
Reference 8
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.
Observation 64bdce52-b82e-4ce3-8191-59d3f1a0d0f1 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 9
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.
Observation 64cb77d0-2717-46b7-8c81-e6a0ce78b7e9 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 10
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.
Observation d0df6db2-c306-489b-9ece-5eeb7d58ba49 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 11
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.
Observation aba3049a-2950-465a-a1d4-ad0f35b1454c · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 12
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.
Observation d8551588-5b35-444c-87fc-3e9382d29ed1 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6601f59f-6ece-4d54-90d7-6222cbb8d4f8 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 14
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.
Observation 6bccbaed-c2b6-4a45-9aa1-f8acc89efccd · outbound
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
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.
Observation 1af4344f-2b6d-4f05-99c4-9bb1e3fbb3e6 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 16
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.
Observation 8931742b-e5bf-45f1-9254-7ec713011c7e · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 17
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.
Observation 3bba9ac3-dc12-4582-adcd-3da778fd162e · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 18
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.
Observation 2c0e4ccc-27d9-4ded-8235-1274658057c3 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 19
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.
Observation 99235ff8-20b0-4895-8221-17dfd099f157 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 20
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.
Observation 01d76e23-4d9c-4486-9861-7ab2c6662f24 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60c7ed5f-abf7-452c-b2be-87fdbea702da · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 22
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.
Observation b9208c47-b80d-41cf-b954-67d3c5912d93 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices ASSERT: Anti-Spoofing with Squeeze-Excitation and Residual neTworks
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f33d309-320b-4d2d-8a4b-0c2fb6c5a461 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices STC Antispoofing Systems for the ASVspoof2019 Challenge
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e5a3163-8f7e-47e2-915e-478e44c39356 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 25
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.
Observation 3d3f9223-a525-40f1-857a-fb4712527e84 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 26
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.
Observation 148a6b20-2b34-46af-8561-93fd424f1153 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 27
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.
Observation c41ac74c-2653-492b-a045-f609705e0b68 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 28
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.
Observation fb522ee9-5062-4df2-b7b6-717ce0cc2a58 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Decoupled Weight Decay Regularization
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75c47349-217b-4712-8c58-dcb5e9795be7 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices ConvNeXt Based Neural Network for Audio Anti-Spoofing
Reference 30
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.
Observation 99884f3e-e232-4cc6-bdd5-574a7214ac6f · outbound
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
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.
Observation 3d076ef2-d96f-41d3-8f54-c248503c7f4e · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 32
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.
Observation 42daa9de-5681-4dab-bd08-0a89d25ef55a · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 33
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.
Observation d851946d-f51c-48e1-9cd3-7a3944a55706 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c4116c3-816a-406f-aa20-18f3c42e1047 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 35
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.
Observation e60cb16f-4ef5-45d3-9674-a7be25e3aef0 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 36
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.
Observation 535ee1f2-97d5-448f-9304-5f00001b6569 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 37
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.
Observation 4dec6f91-5861-4643-8f0b-64ab16ac93d1 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 38
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.
Observation f9a0d792-a5c3-42bb-82de-c9ce425bb1e3 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 39
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.
Observation 06fabc46-17e1-4fa5-bd55-fc8ea7fc07ab · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 40
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.
Observation b0e52c81-7a8a-400e-b372-5767c761b3af · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 41
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.
Observation 32eba943-e3a0-4733-a689-caa9a749d43f · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 42
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.
Observation 9f823514-0023-4c35-abd5-ec3c69abae40 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 43
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.
Observation 49abefaa-dec3-4f01-b975-8a2af7972554 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4afc4b72-431c-4317-86cc-0731e9cd388d · outbound
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
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.
Observation 0cefc054-e14a-419f-a73b-5dea9e23fba4 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2350c88-99a0-42e6-9496-bc17f50ae9c6 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 47
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.
Observation ed5760a4-dce6-4da2-b214-2edac2f7e6ce · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9337b361-25bc-47bb-a26f-8cc34d539b62 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 49
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.
Observation 069c5163-d03b-4968-a759-e383bd02818d · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 50
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.
Observation 83d38801-be20-40f2-b901-841a035ee1b3 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c14bee5-a745-4300-ab0b-67a831f56a94 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Investigating self-supervised front ends for speech spoofing countermeasures
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cfffead-6360-4ba5-a661-6e87207475bf · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2c248ad-9472-47e6-bcd1-8fe022f2f4c1 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 54
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.
Observation 6d19dcca-eefd-47e5-8988-88bb966c1a1b · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 234abfe3-44cc-4ff2-9d4d-7ab45239d564 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbacf356-5f9a-4207-85de-de1271dbd95c · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 57
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.
Observation f2e214a4-273f-4cf4-a123-e1f55d3e2447 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 58
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.
Observation 26fc9fe4-0dc8-42b1-8dc4-e3327c79fc92 · outbound
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
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.
Observation 20532948-f1a5-4625-84b8-a21aa3aab839 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36a9363a-2a52-472b-9b76-d864c1947d6d · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices An Initial Investigation for Detecting Partially Spoofed Audio
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2929621e-da1c-46e4-b822-bb67ec512a8e · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 62
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.
Observation 2cbe00b0-067c-425a-832f-265bb0feb6b3 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 63
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.
Observation 76c88dc8-a202-4b78-a6fd-571c1a75bdcf · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 64
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.
Observation f3da89ca-91ea-4712-a4f2-712f9a811333 · outbound
Parallel Stacked Aggregated Network for Voice Authentication in IoT-Enabled Smart Devices Unresolved cited work
Reference 65
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.
No inbound Pith citation observations are available.