Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:33:14.037924Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 1 inbound Pith citation observation for arXiv:2507.10447.
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 2026-08-06T19:33:14.037924Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:33:13.414530Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T19:33:14.299615Z
12 of 12 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 72279f96-6b4c-437a-891b-2d2cfdd12931 · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations Evaluating Fake Music Detection Per- formance Under Audio Augmentations
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fb02dd4b-d930-4ff8-b404-fc56f5a7cc62 · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations To generate the dataset, we used prompts generated with deepseek-r1 [7] independently for every model
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f87fd3d9-0b2f-4e07-a35e-48cb70b34bcf · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations Evaluating Fake Music Detection Performance Under Audio Augmentations
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e4be709d-7c28-441f-a80c-a4ca775da8e1 · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations This is to be ex- pected, since machine learning models are known for be- ing unable to handle distribution shift between training and test data
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 798c985c-af57-4f7a-ae85-e1eefb4ee21c · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations XLSR-Mamba: A Dual-Column Bidirectional State Space Model for Spoofing Attack Detection
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bafa10c2-6901-424f-a2ad-b74295b41f67 · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c016a5c-f3fb-4596-a558-127145117e8f · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations SONICS: Synthetic Or Not -- Identifying Counterfeit Songs
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 501410bf-133b-42b4-8464-ae8e5b4545bb · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations Detecting music deepfakes is easy but actually hard,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 49c0ded1-f708-486e-972f-b19ea3cb406e · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations Yue: Scaling open foundation models for long-form music generation,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1b2ab89-abff-4b97-96d7-fcc952eb53aa · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations Simple and Controllable Music Generation
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 313aba65-9bc5-4151-a4bb-2469fd25662d · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc94cc49-c5eb-4a04-a57d-d6b15d2c2cd2 · outbound
Evaluating Fake Music Detection Performance Under Audio Augmentations Available: https://arxiv.org/abs/2405
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f87fd3d9-0b2f-4e07-a35e-48cb70b34bcf · inbound
Evaluating Fake Music Detection Performance Under Audio Augmentations Evaluating Fake Music Detection Performance Under Audio Augmentations
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.