Paper Citation Record · LEDGER

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection

As of 11 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 1 inbound Pith citation observation for arXiv:2512.07352.

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

pith.paper-citation-record.v1
2512.07352 v5

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:00:31.127431Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:00:26.954918Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

66 of 66 outbound references displayed

verified exact0
verified fuzzy0
unresolved65
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4d496712-8e2a-4def-80ec-4fe285225c58 · outbound

This paper cites an unresolved cited work.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:26.568468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebb88904-494b-4785-be0b-23934718035a · outbound

This paper cites an unresolved cited work.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:26.632646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b1f8944-519b-416e-a0f5-257335b52e98 · outbound

This paper cites an unresolved cited work.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:26.699914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00054874-aa64-4b6a-bf15-9a6e0429afb9 · outbound

This paper cites an unresolved cited work.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:26.768788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18ed3f7c-73fa-4550-83b0-afc891d889a0 · outbound

This paper cites It contains approximately 230 hours of spoofed audio and an equal amount of bona fide speech from CommonV oice, maintaining a 1:1 balance between the two.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection It contains approximately 230 hours of spoofed audio and an equal amount of bona fide speech from CommonV oice, maintaining a 1:1 balance between the two

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:26.810791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16fd1f03-252d-4149-9b20-c2b77b93b970 · outbound

This paper cites an unresolved cited work.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:26.867293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 340c1705-4c5c-481d-b22a-8504c8a1a845 · outbound

This paper cites MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:26.954918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cccc5007-aa3d-4cb3-8f4d-813ad9caaccb · outbound

This paper cites Each API corresponds to one labeled group (A0–A29), forming a comprehensive representation of modern TTS and generative pipelines.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Each API corresponds to one labeled group (A0–A29), forming a comprehensive representation of modern TTS and generative pipelines

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.010600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4b948a1-dfbe-4ddb-8d0d-e341a054c7cd · outbound

This paper cites an unresolved cited work.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.076662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f07ec007-98dc-4b30-82ed-cf7545418446 · outbound

This paper cites an unresolved cited work.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.121292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4321295a-0974-436f-8240-0f9231c5a7f2 · outbound

This paper cites Prior Knowledge: Nested Res2Net (Nes2Net-X) The Nes2Net-X architecture [30] is a multi-scale feature extrac- tor for high-dimensional speech representations.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Prior Knowledge: Nested Res2Net (Nes2Net-X) The Nes2Net-X architecture [30] is a multi-scale feature extrac- tor for high-dimensional speech representations

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.177520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4dfa08e-abae-492a-91d2-1e7faa22eb8d · outbound

This paper cites Unlike conventional anti-spoofing, which only distinguishes bona fide and spoofed speech, API tracing provides fine-grained attribution.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Unlike conventional anti-spoofing, which only distinguishes bona fide and spoofed speech, API tracing provides fine-grained attribution

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.239047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18efcbc3-e4f9-4cb3-9676-4e9f79cd0531 · outbound

This paper cites SP” denotes Sample Pruning [42]; “RB.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection SP” denotes Sample Pruning [42]; “RB

Reference 13

Resolution: malformed identifier; no resolver link, observed 2026-08-03T18:00:27.301519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6f9e36f-e9a2-4ef1-8976-9ddb3c30b7d0 · outbound

This paper cites Experiments show that in- corporating MultiAPI Spoof into training significantly improves cross-domain robustness.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Experiments show that in- corporating MultiAPI Spoof into training significantly improves cross-domain robustness

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.358625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 468a802f-cb6a-4e5e-bbcb-46afc328486b · outbound

This paper cites The LLMs were not used for ideation, methodology, experimental design, data analysis, or result interpretation.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection The LLMs were not used for ideation, methodology, experimental design, data analysis, or result interpretation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.443760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 024b53fc-99b8-422d-afc6-b7caf666ea53 · outbound

This paper cites Qwen3-TTS Technical Report.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Qwen3-TTS Technical Report

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.509857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22bbd8b8-ed69-4cb0-b792-44e0ebbf6554 · outbound

This paper cites F5-tts: A fairytaler that fakes fluent and faithful speech with flow matching,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection F5-tts: A fairytaler that fakes fluent and faithful speech with flow matching,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.568805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 868180c5-3be9-409f-a974-51f79c89be81 · outbound

This paper cites ReStyle-TTS: Relative and Continuous Style Control for Zero-Shot Speech Synthesis.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection ReStyle-TTS: Relative and Continuous Style Control for Zero-Shot Speech Synthesis

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.626893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44185c5b-9ad9-40c8-89d7-da834897a8d2 · outbound

This paper cites E1 tts: Simple and fast non-autoregressive tts,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection E1 tts: Simple and fast non-autoregressive tts,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.681948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26880483-d614-4441-8081-0f619c51f79c · outbound

This paper cites Adaptvc: High quality voice conversion with adaptive learning,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Adaptvc: High quality voice conversion with adaptive learning,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.803575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a47df495-4001-4464-829e-102a64b06aad · outbound

This paper cites OneVoice: One Model, Triple Scenarios-Towards Unified Zero-shot Voice Conversion.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection OneVoice: One Model, Triple Scenarios-Towards Unified Zero-shot Voice Conversion

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.852836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 240ee55c-f899-49e9-afa4-1e537a273e4f · outbound

This paper cites Stablevc: Style controllable zero-shot voice conversion with con- ditional flow matching,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Stablevc: Style controllable zero-shot voice conversion with con- ditional flow matching,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.928913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cea5839-b5e8-4ec3-8f1b-8eebe613b017 · outbound

This paper cites Qwen2-Audio Technical Report.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Qwen2-Audio Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:27.982097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c981dd8d-52c7-4db1-84b9-19d28fceb5d7 · outbound

This paper cites Unifying speech recognition, synthesis and conversion with autoregressive transformers,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Unifying speech recognition, synthesis and conversion with autoregressive transformers,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.044358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33d84b6a-9dd6-4e25-b86c-0cb0b40f2d58 · outbound

This paper cites GPT-4 Technical Report.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection GPT-4 Technical Report

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.115174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59b75128-aa3d-46be-8a4c-e2be3b24edad · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.181850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bbcab3c-1647-493c-b689-a1b14980f22a · outbound

This paper cites Fun-audio-chat technical report,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Fun-audio-chat technical report,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.267903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5d44cdf-7acc-4896-a62d-9e476e152664 · outbound

This paper cites Qwen3-Omni Technical Report.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Qwen3-Omni Technical Report

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.321350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f2952bb-bf3b-4dc3-a2df-bdcc74520142 · outbound

This paper cites Wavbench: Benchmarking reasoning, colloquial- ism, and paralinguistics for end-to-end spoken dialogue models,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Wavbench: Benchmarking reasoning, colloquial- ism, and paralinguistics for end-to-end spoken dialogue models,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.371863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca15ad41-33f4-4c60-9c33-1af16cf147ae · outbound

This paper cites Baichuan-omni-1.5 technical report,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Baichuan-omni-1.5 technical report,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.454104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11e27bd1-6153-4f61-8b74-5684833c4c51 · outbound

This paper cites Baichuan-Audio: A Unified Framework for End-to-End Speech Interaction.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Baichuan-Audio: A Unified Framework for End-to-End Speech Interaction

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.526023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfea305d-0c0a-417d-9cae-01f602616c52 · outbound

This paper cites Mimo-audio: Audio language models are few-shot learners,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Mimo-audio: Audio language models are few-shot learners,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.594302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8531ac9-97e6-4fd5-83ca-63143ee52e37 · outbound

This paper cites Soulx- podcast: Towards realistic long-form podcasts with dialectal and paralinguistic diversity,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Soulx- podcast: Towards realistic long-form podcasts with dialectal and paralinguistic diversity,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.677438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 028ecbf2-9ab7-4c4c-8753-4d120152dae9 · outbound

This paper cites Flex- ivoice: Enabling flexible style control in zero-shot tts with natural language instructions,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Flex- ivoice: Enabling flexible style control in zero-shot tts with natural language instructions,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.740866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c25f6d36-811c-4bc4-92dc-26deb83d2db0 · outbound

This paper cites Step-audio- editx technical report,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Step-audio- editx technical report,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.784047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf10c1c7-9067-4485-aac8-77eb9c251a5a · outbound

This paper cites Tango 2: Aligning diffusion-based text-to- audio generative models through direct preference optimization,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Tango 2: Aligning diffusion-based text-to- audio generative models through direct preference optimization,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.844408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3697736-82ab-43d3-80ae-f949db20f8d8 · outbound

This paper cites Kimi-Audio Technical Report.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Kimi-Audio Technical Report

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.887842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 056eb507-3341-4327-a5b3-795cf0e3586a · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:28.950117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60afe71c-4735-4541-ab61-a780b294279d · outbound

This paper cites Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.064112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a91774d-a37f-4239-853a-bf2af3531f5a · outbound

This paper cites Wavlm: Large-scale self- supervised pre-training for full stack speech processing,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Wavlm: Large-scale self- supervised pre-training for full stack speech processing,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.126139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76f24029-7cdf-4318-b070-2acdc897d089 · outbound

This paper cites Res2net: A new multi-scale backbone architecture,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Res2net: A new multi-scale backbone architecture,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.178172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f67af116-13ac-4550-8b0c-88d1f4bef0e2 · outbound

This paper cites Aasist: Audio anti-spoofing using inte- grated spectro-temporal graph attention networks,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Aasist: Audio anti-spoofing using inte- grated spectro-temporal graph attention networks,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.244973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 007d5dc7-e80d-4e02-8060-9fcf008a2488 · outbound

This paper cites Mamba: Linear-time sequence modeling with selective state spaces,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Mamba: Linear-time sequence modeling with selective state spaces,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.298440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74a4ed1e-e762-4ec3-a689-ac54a58faae0 · outbound

This paper cites Nes2net: A lightweight nested architecture for foundation model driven speech anti-spoofing,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Nes2net: A lightweight nested architecture for foundation model driven speech anti-spoofing,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.352942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cd2912a-b6fc-41c3-9860-b241b6879baf · outbound

This paper cites The partialspoof database and countermeasures for the detec- tion of short fake speech segments embedded in an utterance,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection The partialspoof database and countermeasures for the detec- tion of short fake speech segments embedded in an utterance,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.394064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a9e8b56-3824-422d-8801-7764ae39ce0d · outbound

This paper cites The database and benchmark for the source speaker tracing challenge 2024,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection The database and benchmark for the source speaker tracing challenge 2024,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.455175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85acb0df-3220-43be-b6cf-93399ddeaefb · outbound

This paper cites Asvspoof 2019: Spoofing countermeasures for the detection of synthesized, converted and replayed speech,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Asvspoof 2019: Spoofing countermeasures for the detection of synthesized, converted and replayed speech,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.512484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71d976da-7eb1-4bc6-be1d-9af488c9c9b4 · outbound

This paper cites Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.558278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4df54479-c2c5-4ad2-bc0b-e78a60186fe0 · outbound

This paper cites Asvspoof 5: crowdsourced speech data, deepfakes, and adversar- ial attacks at scale,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Asvspoof 5: crowdsourced speech data, deepfakes, and adversar- ial attacks at scale,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.640059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5b63fe8-fc67-42ad-b96f-d3df8ad8f643 · outbound

This paper cites Codecfake: Enhancing anti-spoofing models against deepfake audios from codec-based speech synthesis systems,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Codecfake: Enhancing anti-spoofing models against deepfake audios from codec-based speech synthesis systems,

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.712837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb294038-f1a1-42df-93d4-fba5b84dbb3b · outbound

This paper cites Automatic speaker verification spoofing and deepfake de- tection using wav2vec 2.0 and data augmentation,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Automatic speaker verification spoofing and deepfake de- tection using wav2vec 2.0 and data augmentation,

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.805213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 085385ef-2a2f-4ccb-86e1-8a35cfd0da4b · outbound

This paper cites Attention is all you need,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Attention is all you need,

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.886044Z

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Observation 2405be37-5e65-4f6c-a12d-59296e3b35d4 · outbound

This paper cites Timit-tts: A text-to-speech dataset for multimodal synthetic me- dia detection,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Timit-tts: A text-to-speech dataset for multimodal synthetic me- dia detection,

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.942243Z

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Observation d7488af3-e276-4321-895d-de2f9c9eff2c · outbound

This paper cites An open dataset of synthetic speech,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection An open dataset of synthetic speech,

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:29.999843Z

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Observation 3764aeb4-61e2-435f-b8c3-68006841f07e · outbound

This paper cites For: A dataset for synthetic speech detection,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection For: A dataset for synthetic speech detection,

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:30.068204Z

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Observation 822a28e1-3658-4a91-8efd-35a056d5b7c4 · outbound

This paper cites Un- masking real-world audio deepfakes: A data-centric approach,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Un- masking real-world audio deepfakes: A data-centric approach,

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:30.119681Z

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Observation 6cba62b1-234b-43f6-86a0-2144f5d118bb · outbound

This paper cites Mlaad: The multi- language audio anti-spoofing dataset,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Mlaad: The multi- language audio anti-spoofing dataset,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:30.122738Z

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Observation 445e140c-932a-4691-9bdc-72398dfe09f9 · outbound

This paper cites Does audio deepfake detection generalize?.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Does audio deepfake detection generalize?

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:30.152382Z

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Observation 29dedbea-b55c-4f37-b2fe-cf6f47196dba · outbound

This paper cites Adam: a method for stochastic optimization,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Adam: a method for stochastic optimization,

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:30.250443Z

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Observation 9b70e3eb-6ad4-43b5-9042-59cce6544094 · outbound

This paper cites Cross-entropy loss functions: Theoretical analysis and applications,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Cross-entropy loss functions: Theoretical analysis and applications,

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:30.379898Z

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Observation ac6b2872-798a-42c2-afae-d2b07c83b509 · outbound

This paper cites Asvspoof 5 evaluation plan,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Asvspoof 5 evaluation plan,

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:30.536876Z

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Observation 04ab5d32-0476-403b-a007-73fa119de5b8 · outbound

This paper cites A review of the f- measure: its history, properties, criticism, and alternatives,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection A review of the f- measure: its history, properties, criticism, and alternatives,

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:30.670145Z

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Observation 644a4484-ea74-4f7c-bc49-c9a48663b5c7 · outbound

This paper cites Scoreq: Speech qual- ity assessment with contrastive regression,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Scoreq: Speech qual- ity assessment with contrastive regression,

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:30.834351Z

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Observation 5a41d6cc-82c2-45c7-b248-7fae2ccff465 · outbound

This paper cites Raw- boost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Raw- boost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:30.965806Z

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Observation 2894dbc6-a3c4-4da3-a720-4307734a6a11 · outbound

This paper cites Audio deepfake detection with self-supervised xls-r and sls classifier,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Audio deepfake detection with self-supervised xls-r and sls classifier,

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:31.049092Z

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Observation cb3e6e97-d8d8-4ba4-9783-36c4d3e8016b · outbound

This paper cites Visualizing data using t-sne,.

MultiAPI Spoof: A Multi-API Dataset and Local-Attention Network for Speech Anti-spoofing Detection Visualizing data using t-sne,

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-03T18:00:31.127431Z

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Pith citing papers

Observation 340c1705-4c5c-481d-b22a-8504c8a1a845 · inbound