Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-11T12:34:20.057072Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.04848.
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 2026-07-11T12:34:20.057072Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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
33 of 33 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b31a340e-8cf2-4574-b2cd-126cebe3975b · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Audio deepfakes: A survey,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b784e968-7d39-4882-b3fb-5c68b8493bbd · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Available: https://www.frontiersin.org/journals/big- data/articles/10.3389/fdata.2022.1001063
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 548ce5f1-1e12-4bee-897a-0985d5b8c57e · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Audiobox: Unified audio generation with natural language prompts,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3d23cec-77d5-403f-9493-0bf03a9ec394 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Audiobox: Unified Audio Generation with Natural Language Prompts
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 257c9411-0d83-40b1-9986-577e822c9546 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 060d2041-d4bf-4a37-a1ee-64839087e3c3 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Environmental sound recognition: A survey,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6723f634-3684-4055-9022-570d53feff0a · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Audio Surveillance: a Systematic Review
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a336e2f-a948-40e8-8210-740617a19f44 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation ASVspoof 2019: Future horizons in spoofed and fake audio detection,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55b29a97-e982-492a-903e-26b198859c87 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation ASVspoof 2021: Automatic speaker verification spoofing and countermeasures challenge evaluation plan,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9aa5ae3-14f1-40e6-973f-331f647b1b22 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e6779e1-87aa-4b93-aad5-977786733425 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation TO-Rawnet: Improving RawNet with TCN and Orthogonal Regularization for Fake Audio Detection
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b904a9a1-d87c-4620-b28a-6b45b8a2ea24 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Twice attention networks for synthetic speech detection,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0501abae-9a1c-49fb-92c4-141c5446984b · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Wavefake: A data set to facilitate audio deepfake detection,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e86ee54-e84c-4270-a00c-aef23850b9b1 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Multi- lingual deepfake speech dataset for robust and generalizable detection,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e929f1ce-217c-4328-9d7b-9d9299f121cb · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Simple and controllable music generation,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b618a80-5245-450a-b915-ba7b6712dcc8 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation AudioLDM: Text-to-Audio Generation with Latent Diffusion Models
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6655ad29-f814-4a34-aaf4-c09ed6593027 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretraining
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6e4163b-9bb6-49a9-a4ca-347fa63eeb76 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Stable audio: Fast timing-conditioned latent audio diffusion,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebd3d5fd-e6bf-4fe5-a15b-a259e7a3eb97 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Available: https://stability.ai/research/stable-audio-fast- timing-conditioned-latent-audio-diffusion
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59f4529d-a39f-4692-a3f8-c01a8d30b9ad · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Diffsound: Discrete diffusion model for text-to-sound generation,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bc96dca8-13c6-4bd5-963f-c5bb8a245132 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Make-an-audio: Text-to-audio generation with prompt-enhanced diffusion models,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85d98edd-c600-454c-a9dc-983ee4baa906 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation MMAudio: Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesis
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b3a5318-e541-410b-ab9d-f7fa63760899 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation TangoFlux: Super Fast and Faithful Text to Audio Generation with Flow Matching and Clap-Ranked Preference Optimization
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f73c209-a9d3-45c4-984e-6d42919806ec · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Envsdd: Benchmarking environmental sound deepfake detection,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cf5ffeb-b342-463b-a9f5-2db4f313ef98 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Compspoof: A dataset and joint learning framework for component-level audio anti-spoofing countermeasures,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bf1ba35-306a-4e43-8ba6-63af0b17ca99 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 869d5770-2430-43ba-9208-5f21e1d6f003 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Efficient audio transformer and aasist for environment sound deepfake detection in the esdd 2026 challenge,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c9316cb-aba9-4b1b-969f-d713cf7a2147 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Clotho: an audio captioning dataset,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c414d3e-7c7b-461e-b38e-b9a14b3d2470 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf598def-c5fb-4b6e-8134-b6cb613b0a98 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation TACOS: Temporally-aligned audio captions for language-audio pretraining,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e946d516-1ce3-42b5-b897-81db2a2cbc5d · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation WavCaps: A ChatGPT-assisted weakly-labelled audio captioning dataset for audio-language multimodal research,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 002ccebc-1351-4527-83be-c7d0c55709e4 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation AASIST: Audio anti-spoofing using integrated spectro-temporal graph attention networks,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0f64efa-bbe6-4238-b750-25c4dd1a3d78 · outbound
SynSFX: Multi-Model Sound Effects Synthesis Dataset for Deepfake Detection and Evaluation A dataset and taxonomy for urban sound research,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.