Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:43:08.435473Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 4 inbound Pith citation observations for arXiv:2506.07294.
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 2026-08-07T05:43:08.435473Z
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 2026-06-27T20:43:29.213147Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T20:17:21.993904Z
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b70fa2f3-39ab-452f-aa48-fa5e69eaf8b9 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech A survey on speech deepfake detection,
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 4442a0c9-f670-45b9-90ca-30af813fccf4 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech The defender's perspective on automatic speaker verification: An overview
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 d44097a4-aaf2-45b7-9ac8-2c44c973c403 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Asvspoof 2015: the first automatic speaker verification spoofing and countermea- sures challenge,
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 3b68e8cc-b6b9-4421-b584-5f04a21b9801 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech The asvspoof 2017 challenge: Assessing the limits of replay spoofing attack detection,
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 7870c927-ce78-4248-b220-ecb3fe254572 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech ASVspoof 2019: future horizons in spoofed and fake audio detection,
Reference 5
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 dc6f8a13-4066-445a-b83e-71657bc39747 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,
Reference 6
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 010a4448-844b-481b-91bd-0fa8ca865f27 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech ASVspoof 5: Crowdsourced speech data, deepfakes, and adversarial attacks at scale,
Reference 7
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 e75dad71-3b95-4321-b713-b7ab566dbfb7 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Add 2022: the first audio deep synthesis detection challenge,
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 bf986a06-3279-4f71-91e9-7f8b03fe8179 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech ADD 2023: Towards Audio Deepfake Detection and Analysis in the Wild
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64b1b69c-be79-40fa-8088-214ace2df742 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Synthetic speech detection through short- term and long-term prediction traces,
Reference 10
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 f2de419a-f426-415b-a1de-50d600d7f48d · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech An initial investigation for detecting vocoder fingerprints of fake audio,
Reference 11
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 e4cd77e6-dac1-41b3-bcbb-3f0b57228c38 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Distinguishing neural speech synthesis models through fingerprints in speech waveforms,
Reference 12
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 beeeb5a1-a9ee-41eb-a4b7-74699813b65a · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Source tracing: detecting voice spoofing,
Reference 13
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 53967e6c-d49e-48a1-9cf4-1280eab1bcfb · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Source tracing of audio deepfake systems,
Reference 14
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 8ce57144-6318-4e00-a20b-637add111ef0 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech On The Landscape of Spoken Language Models: A Comprehensive Survey
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0727059a-1c03-40c6-a988-acd0c8cf2630 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Neural Codec Source Tracing: Toward Comprehensive Attribution in Open-Set Condition
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c87a779-ac6a-4eb2-8856-36d00987105e · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Towards Explainable Spoofed Speech Attribution and Detection:a Probabilistic Approach for Characterizing Speech Synthesizer Components
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b017e66-e8cc-4767-a728-b7080f146839 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Source Verification for Speech Deepfakes
Reference 18
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 7dbbc8f3-08ba-4008-95f3-e47dfeaa5a94 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing
Reference 19
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 01c6ea52-d3e0-43d5-b24e-3140faa90254 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Towards Neural Audio Codec Source Parsing
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b734f88-ea9f-4c4d-bf73-58ad1cdfe11e · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech CodecFake: En- hancing anti-spoofing models against deepfake audios from codec-based speech synthesis systems,
Reference 21
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 e1dcd91c-70e6-4704-ad9d-b2be91fa50df · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cf198e4-2b76-4cc2-b767-8be3f187f132 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Codec-Based Deepfake Source Tracing via Neural Audio Codec Taxonomy
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3295d263-0949-40aa-9f53-e77d63a7440c · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Recent advances in discrete speech tokens: A review,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec034de6-3d8c-4ca7-9e9f-86ae48eb45fe · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Towards audio language modeling -- an overview
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7c8ae83-66dd-421f-a4f0-900b8cc7c6dd · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Codec-SUPERB: An in-depth analysis of sound codec models,
Reference 26
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 4dbcd270-4756-4e58-bea0-794956337341 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Codec-SUPERB@ SLT 2024: A lightweight benchmark for neural audio codec models,
Reference 27
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 e4d9d556-fbe5-4c06-a335-29299c034dde · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Improved deepfake detection using whisper features,
Reference 28
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 0d805bfb-bbf5-4314-b558-7213e38544a9 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Aasist: Audio anti- spoofing using integrated spectro-temporal graph atten- tion networks,
Reference 29
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 f0e96551-cc21-4b17-ba76-0d2dbd94879d · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Robust speech recog- nition via large-scale weak supervision,
Reference 30
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 df060ada-c158-40dd-a58e-c297ca8c74c8 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f79dbe60-53e3-409b-941d-90a117dd682c · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Masked au- toencoders that listen,
Reference 32
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 e38ae026-609f-4b0b-9c6c-eb370c4fb728 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Masked Autoencoders Are Scalable Vision Learners
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fb84deb-286f-4c73-ac51-4aa352836271 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Adversarial sample detection for speaker verification by neural vocoders,
Reference 34
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 7032dbe1-409f-48c5-b812-276dfb3eb784 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Neural codec-based adversarial sample detection for speaker verification,
Reference 35
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 3c53ff36-aee7-49f2-bc8e-6a4d42413030 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Towards Out-of-Distribution Detection in Vocoder Recognition via Latent Feature Reconstruction
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68d116e0-f247-4547-b34e-37a13c11a76d · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Push-pull: Characterizing the adversarial robustness for audio-visual active speaker detection,
Reference 37
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 6715ea09-403e-4ea5-b2f0-823370371867 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Multimodal transformer distillation for audio- visual synchronization,
Reference 38
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 2186c5ec-4dde-4ced-9e64-6293e8ade4f3 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Localizing Audio-Visual Deepfakes via Hierarchical Boundary Modeling
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60209873-ca57-4f66-89c5-b20cd3272744 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Attention is all you need,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf58cf55-fc8f-490c-bb8a-4647cc838370 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Auxiliary Tasks in Multi-task Learning
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82bd2cc0-33b8-4efe-8326-f34e79f39275 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,
Reference 42
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 a51bbc2d-3de4-4c10-b1a0-d7c801d8e6a7 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Rawboost: A raw data boosting and augmentation method applied to automatic speaker verification anti- spoofing,
Reference 43
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 141b3f3b-2a0d-4f31-adf9-de7f78de781a · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit (version 0.92),
Reference 44
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 3ff5c0c3-9239-48c1-8d17-6271eb9408ce · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech UniAudio: Towards universal audio gen- eration with large language models,
Reference 45
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 fc5aa0c1-469c-4fe7-a310-c6f496955678 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech MaskGCT: Zero-shot text-to-speech with masked generative codec transformer,
Reference 46
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 37a90e27-11ea-4b3b-ac8c-8437fd99395d · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech The impact of silence on speech anti- spoofing,
Reference 47
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 c0ec5f1c-3f38-4e0b-ae21-f2804ee347f6 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech The effect of silence and dual-band fusion in anti-spoofing system,
Reference 48
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 b3b05fd7-f063-44df-88cd-45e035271d17 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Genuine-Focused Learning using Mask AutoEncoder for Generalized Fake Audio Detection
Reference 49
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 919f7080-8ddc-4fbd-ae7a-0cffcd68794a · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Dynamic-superb: Towards a dynamic, collabo- rative, and comprehensive instruction-tuning benchmark for speech,
Reference 50
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 5d5190e6-bdda-4dfd-96b3-c4044af2305b · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Dynamic-SUPERB phase-2: A collaboratively expanding benchmark for measuring the capabilities of spoken language models with 180 tasks,
Reference 51
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 4d4e21e9-a9eb-4f1c-b736-8aa2ffa2ec25 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech Towards Holistic Evaluation of Large Audio-Language Models: A Comprehensive Survey
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bab67a9a-cbc5-4ae2-a27f-821dd93357a5 · outbound
Towards Generalized Source Tracing for Codec-Based Deepfake Speech A Preliminary Exploration with GPT-4o Voice Mode
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c46848cf-9b97-42bb-acb2-ea4e4f12d0ed · inbound
Joint Fullband-Subband Modeling for High-Resolution SingFake Detection Towards Generalized Source Tracing for Codec-Based Deepfake Speech
Reference 39
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 d84ad319-759b-4bb8-a176-388a2154fbee · inbound
HCFD: A Benchmark for Audio Deepfake Detection in Healthcare Towards Generalized Source Tracing for Codec-Based Deepfake Speech
Reference 23
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 2ef949e0-3495-4086-8ecf-75e350ebccb0 · inbound
Indic-CodecFake meets SATYAM: Towards Detecting Neural Audio Codec Synthesized Speech Deepfakes in Indic Languages Towards Generalized Source Tracing for Codec-Based Deepfake Speech
Reference 155
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 6c5e34d4-e5c4-454f-8891-e5e62686c251 · inbound
Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech Towards Generalized Source Tracing for Codec-Based Deepfake Speech
Reference 20
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.