Paper Citation Record · LEDGER

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

As of 12 August 2026, this Paper Citation Record lists 97 of 97 outbound references and 10 inbound Pith citation observations for arXiv:2501.08238.

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

pith.paper-citation-record.v1
2501.08238 v3

Coverage vector

measured 97 of 97 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:34:37.749011Z

measured 107 of 107 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:43:08.326154Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T07:49:38.750008Z

Reference resolution

97 of 97 outbound references displayed

verified exact1
verified fuzzy52
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d4b578d3-d874-4d1f-a290-ff707811ede0 · outbound

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

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech CodecFake: Enhancing anti-spoofing models against deepfake audios from codec-based speech synthesis systems,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.267646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9d2fc84-9d57-4fe2-af52-37ed895f30a9 · outbound

This paper cites A survey on speech deepfake detection,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech A survey on speech deepfake detection,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.273720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d18a1758-3bae-4953-8905-1b0ff38295ae · outbound

This paper cites Recurrent convolutional structures for audio spoof and video deepfake detection,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Recurrent convolutional structures for audio spoof and video deepfake detection,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.278484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c34585c-5571-452a-8116-acf49ff87de2 · outbound

This paper cites Deep learning in face synthesis: A survey on deepfakes,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Deep learning in face synthesis: A survey on deepfakes,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.284501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 576b9393-9b51-4a99-9251-29419fe130c3 · outbound

This paper cites The de- fender’s perspective on automatic speaker verification: An overview,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech The de- fender’s perspective on automatic speaker verification: An overview,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.290129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 337c0e97-393a-4c82-95dd-948bba635f3f · outbound

This paper cites ASVspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech ASVspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.295245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99542994-0052-4001-b3f0-9d580d92530f · outbound

This paper cites The ASVspoof 2017 challenge: Assessing the limits of replay spoofing attack detection,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech The ASVspoof 2017 challenge: Assessing the limits of replay spoofing attack detection,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.301316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a83a549d-e0ed-4e27-82b9-da62c3db560e · outbound

This paper cites ASVspoof 2019: Future horizons in spoofed and fake audio detection,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech ASVspoof 2019: Future horizons in spoofed and fake audio detection,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.306219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a1e7493-515b-489e-b104-88c7644e577b · outbound

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

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech ASVspoof 2019: spoofing countermeasures for the detection of synthesized, converted and replayed speech,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.310983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c478cd5-f5d7-42e0-9819-2f9ff6a433c1 · outbound

This paper cites Add 2022: the first audio deep synthesis detection challenge,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Add 2022: the first audio deep synthesis detection challenge,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.316832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8280eb71-d9a1-4fed-85a7-c63714b30bde · outbound

This paper cites Add 2023: the second audio deepfake detection challenge,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Add 2023: the second audio deepfake detection challenge,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.324912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e24c38ee-15da-4dcd-862d-2da27ad22739 · outbound

This paper cites The attacker’s perspective on automatic speaker verification: An overview,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech The attacker’s perspective on automatic speaker verification: An overview,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.330076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58ca4a0c-8d56-4fd2-b493-df6b89af7689 · outbound

This paper cites Soundstream: An end-to-end neural audio codec,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Soundstream: An end-to-end neural audio codec,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.334452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 390ca0ed-94d7-48d2-9848-1bb5ca33deb5 · outbound

This paper cites Harp-net: Hyper-autoencoded reconstruction propagation for scalable neural audio coding,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Harp-net: Hyper-autoencoded reconstruction propagation for scalable neural audio coding,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.338617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0ce5434-0539-4aee-aea3-ff26385c236f · outbound

This paper cites End-to-end neural speech coding for real-time communications,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech End-to-end neural speech coding for real-time communications,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.342965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9742f7f8-9fc9-40c6-8cd9-d7cf314af248 · outbound

This paper cites Cross-scale vector quantization for scalable neural speech coding,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Cross-scale vector quantization for scalable neural speech coding,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.346994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b3b4f75-55a4-425c-940f-c79ee69d29c9 · outbound

This paper cites Disentangled feature learning for real-time neural speech coding,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Disentangled feature learning for real-time neural speech coding,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.351303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adb8d539-24ac-4398-adfd-285723d5dbdb · outbound

This paper cites Better speech synthesis through scaling.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Better speech synthesis through scaling

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.355515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00494c4c-04ba-4edb-882d-e3118ef4de32 · outbound

This paper cites SoundStorm: Efficient Parallel Audio Generation.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech SoundStorm: Efficient Parallel Audio Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.360088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9d51869-dbf0-47ab-8c7f-a1c6857019a1 · outbound

This paper cites RepCodec: A Speech Representation Codec for Speech Tokenization.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech RepCodec: A Speech Representation Codec for Speech Tokenization

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.364442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9b3b6e4-8b9e-4a4a-9458-19662c08bbd3 · outbound

This paper cites BASE TTS: Lessons from building a billion-parameter Text-to-Speech model on 100K hours of data.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech BASE TTS: Lessons from building a billion-parameter Text-to-Speech model on 100K hours of data

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.370223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77bf54ba-7d3a-4e59-bd0a-26afcf03ef29 · outbound

This paper cites APCodec: A Neural Audio Codec with Parallel Amplitude and Phase Spectrum Encoding and Decoding.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech APCodec: A Neural Audio Codec with Parallel Amplitude and Phase Spectrum Encoding and Decoding

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.377168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42bcc413-7aba-417d-b587-4b64c1471ef6 · outbound

This paper cites Esc: Efficient speech coding with cross-scale residual vector quantized transformers,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Esc: Efficient speech coding with cross-scale residual vector quantized transformers,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.183354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f970406f-d968-4ba3-832a-f79f3603c137 · outbound

This paper cites CLaM-TTS: Improving neural codec language model for zero-shot text-to-speech,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech CLaM-TTS: Improving neural codec language model for zero-shot text-to-speech,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.168139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 28009564-8db2-4778-b015-a3d4b6ac2a15 · outbound

This paper cites PSCodec: A Series of High-Fidelity Low-bitrate Neural Speech Codecs Leveraging Prompt Encoders.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech PSCodec: A Series of High-Fidelity Low-bitrate Neural Speech Codecs Leveraging Prompt Encoders

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.397522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdae8398-6c77-4d9d-b1b6-c3170d8293d5 · outbound

This paper cites Addressing index collapse of large-codebook speech tokenizer with dual-decoding product-quantized variational auto-encoder,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Addressing index collapse of large-codebook speech tokenizer with dual-decoding product-quantized variational auto-encoder,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.153080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9e9a5363-8150-4175-8e5f-32c4a3aba726 · outbound

This paper cites SuperCodec: A neural speech codec with selective back-projection network,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech SuperCodec: A neural speech codec with selective back-projection network,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.137126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 09a83c99-b280-497d-b042-c39cc588b82b · outbound

This paper cites FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech FunAudioLLM: Voice Understanding and Generation Foundation Models for Natural Interaction Between Humans and LLMs

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.415881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c94462db-769c-4682-a994-465c21ad9bf7 · outbound

This paper cites Learning source disentanglement in neural audio codec,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Learning source disentanglement in neural audio codec,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.121249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 96830127-f52a-4553-aff0-1f9d9ee18e1b · outbound

This paper cites WMCodec: End-to-End Neural Speech Codec with Deep Watermarking for Authenticity Verification.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech WMCodec: End-to-End Neural Speech Codec with Deep Watermarking for Authenticity Verification

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:34:38.184949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 34a4f62f-6a52-4b1e-86c5-63dc3326e6ba · outbound

This paper cites Low Frame-rate Speech Codec: a Codec Designed for Fast High-quality Speech LLM Training and Inference.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Low Frame-rate Speech Codec: a Codec Designed for Fast High-quality Speech LLM Training and Inference

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.434724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 550f3fac-b037-4494-8a86-a10e1092c220 · outbound

This paper cites NDVQ: Robust Neural Audio Codec with Normal Distribution-Based Vector Quantization.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech NDVQ: Robust Neural Audio Codec with Normal Distribution-Based Vector Quantization

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.439760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b705f90-a235-4961-8836-b998477614e1 · outbound

This paper cites Speechtokenizer: Unified speech tokenizer for speech language models,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Speechtokenizer: Unified speech tokenizer for speech language models,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.105419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a3a61202-e085-48a3-8c63-8c31ccda093e · outbound

This paper cites High- fidelity audio compression with improved rvqgan,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech High- fidelity audio compression with improved rvqgan,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.091147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9650cd48-a466-44e4-addc-b2441bc9eb6e · outbound

This paper cites HiFi-Codec: Group-residual Vector quantization for High Fidelity Audio Codec.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech HiFi-Codec: Group-residual Vector quantization for High Fidelity Audio Codec

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.457209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba3c08b0-1b7d-43a6-83bb-2340df06ed83 · outbound

This paper cites High fidelity neural audio compression,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech High fidelity neural audio compression,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.077463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0508a9f5-cba6-4964-80a4-4c77a1993fa0 · outbound

This paper cites SemantiCodec: An ultra low bitrate semantic audio codec for general sound,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech SemantiCodec: An ultra low bitrate semantic audio codec for general sound,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.062660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a4fbd2c4-b210-41c4-a4b5-0133288402a2 · outbound

This paper cites Funcodec: A fundamental, reproducible and integrable open-source toolkit for neural speech codec,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Funcodec: A fundamental, reproducible and integrable open-source toolkit for neural speech codec,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.046288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fae1ad89-ddbc-4fce-a02c-a45fb1be2582 · outbound

This paper cites Naturalspeech 3: Zero-shot speech synthesis with factorized codec and diffusion models,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Naturalspeech 3: Zero-shot speech synthesis with factorized codec and diffusion models,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.030589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 896b4d0a-48bc-4097-8b1c-a7653194c656 · outbound

This paper cites UniAudio 1.5: Large language model-driven audio codec is a few-shot audio task learner,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech UniAudio 1.5: Large language model-driven audio codec is a few-shot audio task learner,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:39.013741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2376bb00-6868-4915-af3b-eda46595dada · outbound

This paper cites WavTok- enizer: an efficient acoustic discrete codec tokenizer for audio language modeling,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech WavTok- enizer: an efficient acoustic discrete codec tokenizer for audio language modeling,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.998095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 541a6e41-8c4f-4da3-a894-985e54bdf85c · outbound

This paper cites Language-Codec: Bridging Discrete Codec Representations and Speech Language Models.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Language-Codec: Bridging Discrete Codec Representations and Speech Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.493331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51dff18d-d7fb-4f86-a35f-b3ea28bfb64b · outbound

This paper cites Hilcodec: High-fidelity and lightweight neural audio codec,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Hilcodec: High-fidelity and lightweight neural audio codec,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.981062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9a8e3121-90ab-45fa-b8e2-a88c3b43995b · outbound

This paper cites V ocos: Closing the gap between time-domain and fourier- based neural vocoders for high-quality audio synthesis,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech V ocos: Closing the gap between time-domain and fourier- based neural vocoders for high-quality audio synthesis,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.965506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b5d667e9-1555-4844-aebb-bd40c5c73d31 · outbound

This paper cites Socodec: A semantic-ordered multi-stream speech codec for efficient language model based text-to-speech synthesis,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Socodec: A semantic-ordered multi-stream speech codec for efficient language model based text-to-speech synthesis,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.950547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8a0f6660-022e-49bb-80dd-4ef59390476f · outbound

This paper cites SNAC: Multi-scale neural audio codec,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech SNAC: Multi-scale neural audio codec,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.934307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1680dde7-adbd-41b8-8903-a5ab7260ce15 · outbound

This paper cites Codec Does Matter: Exploring the Semantic Shortcoming of Codec for Audio Language Model.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Codec Does Matter: Exploring the Semantic Shortcoming of Codec for Audio Language Model

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.516552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2e9d9bf-f55d-47f4-94c2-22cb58185f04 · outbound

This paper cites Audiodec: An open-source streaming high-fidelity neural audio codec,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Audiodec: An open-source streaming high-fidelity neural audio codec,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.919182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 183c0cf4-00e2-4fe6-98de-43313629bdfd · outbound

This paper cites BigCodec: Pushing the Limits of Low-Bitrate Neural Speech Codec.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech BigCodec: Pushing the Limits of Low-Bitrate Neural Speech Codec

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.527498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 256c992d-70dc-4e45-92bb-7ad457f887b9 · outbound

This paper cites Fewer- token neural speech codec with time-invariant codes,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Fewer- token neural speech codec with time-invariant codes,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.903493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1633e10f-4060-45be-a244-40d2df1dfe6e · outbound

This paper cites Moshi: a speech-text foundation model for real-time dialogue.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Moshi: a speech-text foundation model for real-time dialogue

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.537842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 390aab34-b3dd-4d42-86e3-06b2f8f58bc8 · outbound

This paper cites Spectral Codecs: Improving Non-Autoregressive Speech Synthesis with Spectrogram-Based Audio Codecs.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Spectral Codecs: Improving Non-Autoregressive Speech Synthesis with Spectrogram-Based Audio Codecs

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.542880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02e80d2c-bb89-48ff-8649-f0f25fc964ce · outbound

This paper cites Simple- speech: Towards simple and efficient text-to-speech with scalar latent transformer diffusion models,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Simple- speech: Towards simple and efficient text-to-speech with scalar latent transformer diffusion models,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.887157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f19deefa-eb69-4ded-8187-0737caa7d89a · outbound

This paper cites Single- codec: Single-codebook speech codec towards high-performance speech generation,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Single- codec: Single-codebook speech codec towards high-performance speech generation,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.872502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4c2ab74e-6c20-497b-b9d0-8e18c6213b42 · outbound

This paper cites TS3-Codec: Transformer-Based Simple Streaming Single Codec.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech TS3-Codec: Transformer-Based Simple Streaming Single Codec

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.557233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7e73a26-6cd8-448b-817f-49acd25f709d · outbound

This paper cites Codec-SUPERB: An in-depth analysis of sound codec models,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Codec-SUPERB: An in-depth analysis of sound codec models,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.857203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ed7f0b3b-f296-44bc-8303-6ae8ec9b894d · outbound

This paper cites DASB - Discrete Audio and Speech Benchmark.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech DASB - Discrete Audio and Speech Benchmark

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.566999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 401dd573-11b5-49e2-b85e-a1c78912a6dd · outbound

This paper cites Codec- SUPERB@ SLT 2024: A lightweight benchmark for neural audio codec models,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Codec- SUPERB@ SLT 2024: A lightweight benchmark for neural audio codec models,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.842201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c7b18340-4cb9-4c36-82a1-10f64ddfc695 · outbound

This paper cites ESPnet-Codec: Comprehensive training and evaluation of neural codecs for audio, music, and speech,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech ESPnet-Codec: Comprehensive training and evaluation of neural codecs for audio, music, and speech,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.826343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0bd20adb-da0f-4bc5-927a-28128590099a · outbound

This paper cites VERSA: A Versatile Evaluation Toolkit for Speech, Audio, and Music.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech VERSA: A Versatile Evaluation Toolkit for Speech, Audio, and Music

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.579626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a39d7d30-0c0a-4030-ba74-069b38e6b5d2 · outbound

This paper cites Towards audio language modeling -- an overview.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Towards audio language modeling -- an overview

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.584349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f552e06-2af7-4e8c-8dd1-ce4be3c5bf4f · outbound

This paper cites Neural codec language models are zero-shot text to speech synthesizers,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Neural codec language models are zero-shot text to speech synthesizers,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.810096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 701c5524-63f6-43d6-995f-2876537a8b5c · outbound

This paper cites Speak Foreign Languages with Your Own Voice: Cross-Lingual Neural Codec Language Modeling.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Speak Foreign Languages with Your Own Voice: Cross-Lingual Neural Codec Language Modeling

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.593743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7703f36-0189-4c33-abdc-49e21d7e2d8e · outbound

This paper cites Viola: Conditional language models for speech recognition, synthesis, and 15 translation,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Viola: Conditional language models for speech recognition, synthesis, and 15 translation,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.794448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 437b6ff5-f581-41b2-a29b-293cb07d0db2 · outbound

This paper cites UniAudio: Towards universal audio generation with large language models,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech UniAudio: Towards universal audio generation with large language models,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.777638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 918f8e07-742d-4f2e-902c-5b6441582155 · outbound

This paper cites LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPT.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech LauraGPT: Listen, Attend, Understand, and Regenerate Audio with GPT

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.606605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0e1ce39-0893-4d8c-ab3f-25ad117283d1 · outbound

This paper cites Speechx: Neural codec language model as a versatile speech transformer,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Speechx: Neural codec language model as a versatile speech transformer,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.761485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e94ed9b6-275d-4e02-9eca-1287469828a5 · outbound

This paper cites Does audio deepfake detection generalize?.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Does audio deepfake detection generalize?

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.746935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 22d664d6-636c-4351-94dc-f826f286f64a · outbound

This paper cites Codecfake: An initial dataset for detecting llm-based deepfake audio,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Codecfake: An initial dataset for detecting llm-based deepfake audio,

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.732086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9cbad0bd-5f5b-4171-936f-30f3ce685eec · outbound

This paper cites The codecfake dataset and countermeasures for the universally detection of deepfake audio,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech The codecfake dataset and countermeasures for the universally detection of deepfake audio,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.717172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fc7ce245-24dc-4a8d-a38f-ce5f39ed21c8 · outbound

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

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech ASVspoof 2021: Towards spoofed and deepfake speech detection in the wild,

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.700956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 77ac6406-731e-4a62-8108-fae3efa9f28f · outbound

This paper cites CFAD: A chinese dataset for fake audio detection,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech CFAD: A chinese dataset for fake audio detection,

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.683621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c44dd764-d225-4b79-93c9-3becf010bdfc · outbound

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

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Mlaad: The multi-language audio anti-spoofing dataset,

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.667552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c687d3c7-723a-4d46-b714-597600ccbdd7 · outbound

This paper cites ASVspoof 5: Crowdsourced speech data, deepfakes, and adversarial attacks at scale,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech ASVspoof 5: Crowdsourced speech data, deepfakes, and adversarial attacks at scale,

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.651564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8bef9b30-a389-471f-b8a8-82818d33aa92 · outbound

This paper cites DFADD: The diffusion and flow-matching based audio deepfake dataset,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech DFADD: The diffusion and flow-matching based audio deepfake dataset,

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.635231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 13d7ca2a-2279-434b-8f66-9cf72fd94b38 · outbound

This paper cites ELLA-V: Stable Neural Codec Language Modeling with Alignment-guided Sequence Reordering.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech ELLA-V: Stable Neural Codec Language Modeling with Alignment-guided Sequence Reordering

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.652047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf671fea-e5b2-47cb-bd9e-59277f7c413a · outbound

This paper cites Generative pre-trained speech language model with efficient hierarchical transformer,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Generative pre-trained speech language model with efficient hierarchical transformer,

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.616905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 140d876c-7231-4491-8c7e-9f51ba1da624 · outbound

This paper cites TacoLM: Gated attention equipped codec language model are efficient zero-shot text to speech synthesizers,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech TacoLM: Gated attention equipped codec language model are efficient zero-shot text to speech synthesizers,

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.597946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8e95e3fd-ad05-45c2-94f6-040fe614f416 · outbound

This paper cites RALL-E: Robust Codec Language Modeling with Chain-of-Thought Prompting for Text-to-Speech Synthesis.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech RALL-E: Robust Codec Language Modeling with Chain-of-Thought Prompting for Text-to-Speech Synthesis

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.666439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ae7b87e-a029-49ba-8ef0-20ddb5d6da4b · outbound

This paper cites SimpleSpeech 2: Towards Simple and Efficient Text-to-Speech with Flow-based Scalar Latent Transformer Diffusion Models.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech SimpleSpeech 2: Towards Simple and Efficient Text-to-Speech with Flow-based Scalar Latent Transformer Diffusion Models

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.671286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aa7d816-b625-49cb-8eec-60aa3460c3a3 · outbound

This paper cites MaskGCT: Zero-shot text-to-speech with masked generative codec transformer,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech MaskGCT: Zero-shot text-to-speech with masked generative codec transformer,

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.581915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6264bae6-ad19-4f3f-98aa-5abad83d17af · outbound

This paper cites Naturalspeech 2: Latent diffusion models are natural and zero-shot speech and singing synthesizers,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Naturalspeech 2: Latent diffusion models are natural and zero-shot speech and singing synthesizers,

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.566285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 400c7445-16e3-4577-b15d-548a9efbc3ef · outbound

This paper cites E2 TTS: Embarrassingly easy fully non-autoregressive zero-shot TTS,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech E2 TTS: Embarrassingly easy fully non-autoregressive zero-shot TTS,

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.549775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0b612adc-e7df-4a1d-a31f-74d6edf3197b · outbound

This paper cites Hifi-gan: Generative adversarial networks for efficient and high fidelity speech synthesis,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Hifi-gan: Generative adversarial networks for efficient and high fidelity speech synthesis,

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.533953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d2c0f1e9-e8cd-4c36-8b80-ec4773e1e375 · outbound

This paper cites ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech,

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.515734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 299eb0c8-fca9-4087-9e5d-3ae5489ec64b · outbound

This paper cites Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit (version 0.92),.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Cstr vctk corpus: English multi-speaker corpus for cstr voice cloning toolkit (version 0.92),

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.500452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0c4161fd-e94a-48bc-b438-a44415f24417 · outbound

This paper cites Ditar: Diffusion transformer autoregressive modeling for speech generation,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Ditar: Diffusion transformer autoregressive modeling for speech generation,

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.703052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8efec6a4-b713-4801-b53d-5304c4cb17c8 · outbound

This paper cites Masked autoencoders that listen,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Masked autoencoders that listen,

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.482256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 645da801-e000-4a74-99b8-814811b38291 · outbound

This paper cites W2v-bert: Combining contrastive learning and masked language mod- eling for self-supervised speech pre-training,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech W2v-bert: Combining contrastive learning and masked language mod- eling for self-supervised speech pre-training,

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.463241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 49672bad-f15b-4419-988e-ddf22ba6e32f · outbound

This paper cites Vector-quantized image modeling with im- proved VQGAN,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Vector-quantized image modeling with im- proved VQGAN,

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.445869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6ce102c0-b3fa-4330-bd8a-2d79f29640e7 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.721324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c89a8ee8-710a-4ddb-a203-b1dcd22b0360 · outbound

This paper cites Amphion: An open-source audio, music and speech generation toolkit,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Amphion: An open-source audio, music and speech generation toolkit,

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.428054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation add57893-beff-484d-a3dd-c9d06c9269b8 · outbound

This paper cites Utmos: Utokyo-sarulab system for voicemos challenge 2022,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Utmos: Utokyo-sarulab system for voicemos challenge 2022,

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.407681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 426cd785-5bbb-4674-9999-258891ab46fd · outbound

This paper cites The voicemos challenge 2022,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech The voicemos challenge 2022,

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.390254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4a0b0bf2-e72a-4b59-bb54-076a56e8c289 · outbound

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

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-10T20:34:37.739712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ba541a3-da80-4f93-bf5e-0c4490e2ba0e · outbound

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

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Rawboost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.362784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ac48f70a-68fa-4f94-be82-b4487fc67109 · outbound

This paper cites Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders,.

CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders,

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:34:38.346188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation 88ac146d-6375-4b72-bb2a-8241fc8b30fe · inbound

On The Landscape of Spoken Language Models: A Comprehensive Survey cites this paper.

On The Landscape of Spoken Language Models: A Comprehensive Survey CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-06-09T02:05:18.403807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e1dcd91c-70e6-4704-ad9d-b2be91fa50df · inbound

Towards Generalized Source Tracing for Codec-Based Deepfake Speech cites this paper.

Towards Generalized Source Tracing for Codec-Based Deepfake Speech CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T05:43:08.326154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2039c206-32a9-4229-a07e-a06ee903e5b9 · inbound

Fake-Mamba: Real-Time Speech Deepfake Detection Using Bidirectional Mamba as Self-Attention's Alternative cites this paper.

Fake-Mamba: Real-Time Speech Deepfake Detection Using Bidirectional Mamba as Self-Attention's Alternative CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T21:11:12.047177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b2a14ab-d35f-4de7-9ea5-9f25cd65f274 · inbound

Hierarchical Decoding for Discrete Speech Synthesis with Multi-Resolution Spoof Detection cites this paper.

Hierarchical Decoding for Discrete Speech Synthesis with Multi-Resolution Spoof Detection CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-06-09T02:05:18.403807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1ffcbd3f-449e-49e0-b900-f4c854354782 · inbound

HCFD: A Benchmark for Audio Deepfake Detection in Healthcare cites this paper.

HCFD: A Benchmark for Audio Deepfake Detection in Healthcare CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-06-09T02:05:18.403807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 39430e9b-6683-416e-a6c8-ecc49f40dae6 · inbound

Indic-CodecFake meets SATYAM: Towards Detecting Neural Audio Codec Synthesized Speech Deepfakes in Indic Languages cites this paper.

Indic-CodecFake meets SATYAM: Towards Detecting Neural Audio Codec Synthesized Speech Deepfakes in Indic Languages CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 175

Resolution: metadata mismatch; arxiv_id, observed 2026-06-09T02:05:18.403807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a2d4043f-028c-49fb-a413-b95aa6477278 · inbound

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech cites this paper.

Mitigating Proxy-to-Wild Domain Gap in Deepfake Speech CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-07-02T20:17:21.992012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8c9a885c-8172-4f02-bfab-83c651006246 · inbound

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake cites this paper.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-07-04T07:49:38.751699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d25d6f4b-a15e-43e2-af56-cd3eb9fa178d · inbound

From Objectives to Applications: Aligning Architectural Biases in Audio Self-Supervised Learning cites this paper.

From Objectives to Applications: Aligning Architectural Biases in Audio Self-Supervised Learning CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 115

Resolution: verified exact; local_arxiv, observed 2026-07-02T05:56:39.919902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6a429d88-5668-485e-91de-3a2666823a6e · inbound

Open-Set Source Tracing as Compositional Factors via Structured Prototypes cites this paper.

Open-Set Source Tracing as Compositional Factors via Structured Prototypes CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-12T04:39:19.585879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.