Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-12T04:39:19.585879Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2607.03134.
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 2026-07-12T04:39:19.585879Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
28 of 28 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation af9996df-621d-4efb-b638-68619aead0b0 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Asvspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9720b5e7-fb54-4ff0-9395-75d6e89cd66b · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes The asvspoof 2017 challenge: Assessing the limits of replay spoofing attack detection,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24d1a981-63ee-4592-a51f-a3c3eb1e3c85 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Asvspoof 2019: Future horizons in spoofed and fake audio detection,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37523f8f-3b3f-46f9-8866-f49b0bb99bff · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2e3d9e3-a7ba-4a0b-8ca8-e274880bcdc4 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6235da66-d002-4b40-a789-14480eb5062a · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Add 2022: the first audio deep synthesis detection challenge,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4d975b5-2ecb-4aea-b61e-19472b1b58f4 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Add 2023: the second audio deepfake detection challenge,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7c29a48-5d64-4bf6-a26d-59a624811726 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Source Tracing of Audio Deepfake Systems,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 923af447-99f3-4d87-a0af-fa6d1518c26a · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Mlaad: The multi-language audio anti-spoofing dataset,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f3600d6-ec7c-483c-939f-e2729d240829 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes STOPA: A Dataset of Systematic VariaTion Of DeePfake Audio for Open-Set Source Tracing and Attribution,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a429d88-5668-485e-91de-3a2666823a6e · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b78f1b4-abbe-45f1-94ba-cd7ae1595134 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Audio Deepfake Source Tracing using Multi-Attribute Open-Set Identification and Verification,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 706a29a5-7a1c-4bef-bfc0-b208ac3d310f · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44c374c6-2f10-49a2-abae-e188bf58ed49 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Advancing Zero-Shot Open-Set Speech Deepfake Source Tracing,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6e856fb-b98d-4b5e-af70-0511156671ff · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Source Verification for Speech Deepfakes ,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f4a850d-a9ec-49e4-98d9-10cb4c47d8e7 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Open-Set Source Tracing of Audio Deepfake Systems,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dda83bd7-9976-45ad-b262-4b046d69756f · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes How people make their own environments: A theory of genotype→environment effects,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e91bac62-4928-4ab2-aa47-43830dfed233 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Unveiling Audio Deepfake Origins: A Deep Metric learning And Conformer Network Approach With Ensemble Fusion,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87240aef-47cb-4ac7-9195-990a1f642c96 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Syn- thetic Speech Source Tracing using Metric Learning,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 865bcf74-6f47-4a33-a5f5-b8d4204cad1a · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Predefined Prototypes for Intra-Class Separation and Disentanglement,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 323761b3-32cc-4767-8f78-386da5a783f1 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes An interpretable deep learning model for automatic sound classification,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b6435c3-04ce-4833-a0ce-ac117b8e7602 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Assessing the impact of speaker identity in speech spoofing detection,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 970da1f0-c1cc-46a8-aa18-e89e97e8cbd3 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Arcface: Additive angular margin loss for deep face recognition,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fb4a534-376b-49e4-92ec-f8f2bc4a50d1 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Extensions of lipschitz mappings into a hilbert space,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24d71271-26b6-4100-9e29-16a6278cd8f6 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Ring loss: Convex feature nor- malization for face recognition,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef078d80-5c9f-4ee9-9a4f-62cf570450cb · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Vicreg: Variance-invariance- covariance regularization for self-supervised learning,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a5fc495-02b9-40fa-9939-7e99f021db22 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes MLS: A Large-Scale Multilingual Dataset for Speech Research
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6a0352d-d647-4bd6-97c4-08c3d20dcdd6 · outbound
Open-Set Source Tracing as Compositional Factors via Structured Prototypes Deep Residual Learning for Image Recognition
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.