Paper Citation Record · LEDGER

Probing the Robustness Properties of Neural Speech Codecs

As of 9 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2505.24248.

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

pith.paper-citation-record.v1
2505.24248 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:31:39.694445Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:31:34.636801Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T12:31:40.495855Z

Reference resolution

49 of 49 outbound references displayed

verified exact2
verified fuzzy17
unresolved29
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ebc279a-ec1f-4857-932e-8d04bad44066 · outbound

This paper cites Probing the Robustness Properties of Neural Speech Codecs.

Probing the Robustness Properties of Neural Speech Codecs Probing the Robustness Properties of Neural Speech Codecs

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:31:40.571669Z

Source-reported events for the cited work

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Observation cf5ecc7b-3650-479a-8435-ed52719b7d27 · outbound

This paper cites an unresolved cited work.

Probing the Robustness Properties of Neural Speech Codecs Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:31:43.969553Z

Source-reported events for the cited work

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Observation adbb5a53-2a4a-40a6-9b21-bf7b64e0013e · outbound

This paper cites 3.1), the evaluated neu- ral speech codecs(sec.

Probing the Robustness Properties of Neural Speech Codecs 3.1), the evaluated neu- ral speech codecs(sec

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:43.825291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9610600b-ec35-4fc9-b09a-9f3d9d11c2fe · outbound

This paper cites However, their deployment in real-world environ- ments—where background noise is common—raises concerns about their robustness.

Probing the Robustness Properties of Neural Speech Codecs However, their deployment in real-world environ- ments—where background noise is common—raises concerns about their robustness

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:43.684231Z

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Observation ce441ca0-ade2-449e-9417-7e5a56e0ec23 · outbound

This paper cites an unresolved cited work.

Probing the Robustness Properties of Neural Speech Codecs Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:31:43.541799Z

Source-reported events for the cited work

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Observation 7cc5dbfb-3f52-4485-b51a-2eb5eb3faed5 · outbound

This paper cites While compression inevitably introduces distortions, a robust neural codec should maintain spectral integrity.

Probing the Robustness Properties of Neural Speech Codecs While compression inevitably introduces distortions, a robust neural codec should maintain spectral integrity

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:43.384431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6259b171-a1bc-49e6-94ef-8d7a95ec6da7 · outbound

This paper cites Our findings reveal sig- nificant variations in their noise robustness, influenced by fac- tors such as training data diversity, operating bitrate, and quanti- zation strategies.

Probing the Robustness Properties of Neural Speech Codecs Our findings reveal sig- nificant variations in their noise robustness, influenced by fac- tors such as training data diversity, operating bitrate, and quanti- zation strategies

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:43.235442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 56a1f766-f27d-4329-8e20-d3fa722efac8 · outbound

This paper cites 7 khz audio coding within 64 kbit/s,.

Probing the Robustness Properties of Neural Speech Codecs 7 khz audio coding within 64 kbit/s,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:43.084592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 22e69f6d-c1f6-4ebc-9f07-586cd636e59c · outbound

This paper cites Mpeg-4 low delay audio coding based on the aac codec,.

Probing the Robustness Properties of Neural Speech Codecs Mpeg-4 low delay audio coding based on the aac codec,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:42.911813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 17f135f1-b807-45a2-81d2-a368ca5eecab · outbound

This paper cites High-Quality, Low-Delay Music Coding in the Opus Codec.

Probing the Robustness Properties of Neural Speech Codecs High-Quality, Low-Delay Music Coding in the Opus Codec

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:35.681076Z

Source-reported events for the cited work

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Observation c8b41d1a-e60d-46a8-b560-d7417d22742a · outbound

This paper cites Review of methods for coding of speech sig- nals,.

Probing the Robustness Properties of Neural Speech Codecs Review of methods for coding of speech sig- nals,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:42.767134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation efceb1ba-df7d-4a86-8699-1fa0a8bc8372 · outbound

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

Probing the Robustness Properties of Neural Speech Codecs Soundstream: An end-to-end neural au- dio codec,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:42.594803Z

Source-reported events for the cited work

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Observation a946eb23-00c5-48a5-a75a-bf3493c4e97b · outbound

This paper cites High Fidelity Neural Audio Compression.

Probing the Robustness Properties of Neural Speech Codecs High Fidelity Neural Audio Compression

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:35.995896Z

Source-reported events for the cited work

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Observation 56a079a7-2e81-4d80-8528-3e66bfc0b8f6 · outbound

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

Probing the Robustness Properties of Neural Speech Codecs High-fidelity audio compression with improved rvqgan,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:36.074333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82dc9378-00f3-4afb-afb6-452e4ae0dd63 · outbound

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

Probing the Robustness Properties of Neural Speech Codecs Speechtokenizer: Unified speech tokenizer for speech language models,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:42.419818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 314333f8-cf24-4d99-ab6f-6c3aa6839524 · outbound

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

Probing the Robustness Properties of Neural Speech Codecs HiFi-Codec: Group-residual Vector quantization for High Fidelity Audio Codec

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:36.315885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ee52ea8-31f0-402c-b6bd-72652b9ac12a · outbound

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

Probing the Robustness Properties of Neural Speech Codecs Funcodec: A funda- mental, reproducible and integrable open-source toolkit for neural speech codec,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:42.236405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4b657165-07a3-433e-869b-79f756f43896 · outbound

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

Probing the Robustness Properties of Neural Speech Codecs APCodec: A Neural Audio Codec with Parallel Amplitude and Phase Spectrum Encoding and Decoding

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:36.482077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d38116b-38ef-441e-a007-d4492b2d1929 · outbound

This paper cites Scaling Transformers for Low-Bitrate High-Quality Speech Coding.

Probing the Robustness Properties of Neural Speech Codecs Scaling Transformers for Low-Bitrate High-Quality Speech Coding

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:36.571687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce31894c-bcdf-4b26-af0c-1d88a1a15bff · outbound

This paper cites SemantiCodec: An Ultra Low Bitrate Semantic Audio Codec for General Sound.

Probing the Robustness Properties of Neural Speech Codecs SemantiCodec: An Ultra Low Bitrate Semantic Audio Codec for General Sound

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:36.650499Z

Source-reported events for the cited work

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Observation 0b8eb200-e0b4-492c-835d-a9b5e751a96d · outbound

This paper cites Autoregres- sive image generation using residual quantization,.

Probing the Robustness Properties of Neural Speech Codecs Autoregres- sive image generation using residual quantization,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:42.049443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fa763c0d-f017-4990-be7b-ab30ded36ec7 · outbound

This paper cites Recent advances in discrete speech tokens: A review,.

Probing the Robustness Properties of Neural Speech Codecs Recent advances in discrete speech tokens: A review,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:36.832036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25ba0e21-4489-4a94-aef1-40529f76f3ca · outbound

This paper cites Sparks of Large Audio Models: A Survey and Outlook.

Probing the Robustness Properties of Neural Speech Codecs Sparks of Large Audio Models: A Survey and Outlook

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:36.944186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d71bcdf-fade-4634-ad4b-7a54382f75eb · outbound

This paper cites A survey on speech large language models,.

Probing the Robustness Properties of Neural Speech Codecs A survey on speech large language models,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:37.026469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c8ee0e7-771f-415a-a6e0-7b0342511fc1 · outbound

This paper cites Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers.

Probing the Robustness Properties of Neural Speech Codecs Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:37.116039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d051f26a-f4d5-4dc1-a1a0-71add2d27203 · outbound

This paper cites VioLA: Unified Codec Language Models for Speech Recognition, Synthesis, and Translation.

Probing the Robustness Properties of Neural Speech Codecs VioLA: Unified Codec Language Models for Speech Recognition, Synthesis, and Translation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:37.177571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a685d257-0a88-439e-8e9e-d74966e9582b · outbound

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

Probing the Robustness Properties of Neural Speech Codecs Speechx: Neural codec language model as a versatile speech transformer,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:41.842452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 364e8b81-d0c9-4f55-a7cb-2cdb826ba4b0 · outbound

This paper cites VoiceCraft: Zero-Shot Speech Editing and Text-to-Speech in the Wild.

Probing the Robustness Properties of Neural Speech Codecs VoiceCraft: Zero-Shot Speech Editing and Text-to-Speech in the Wild

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:37.381685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 167bcdb1-45ee-4618-9db4-07a1d78c3c6b · outbound

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

Probing the Robustness Properties of Neural Speech Codecs Moshi: a speech-text foundation model for real-time dialogue

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:37.477873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84fd0d6f-d564-4b80-a7a3-2e87d8697218 · outbound

This paper cites AnyGPT: Unified Multimodal LLM with Discrete Sequence Modeling.

Probing the Robustness Properties of Neural Speech Codecs AnyGPT: Unified Multimodal LLM with Discrete Sequence Modeling

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:37.589253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70a27bac-e8a1-4cc6-a4cd-728d54ff315a · outbound

This paper cites Discrete audio representation as an alter- native to mel-spectrograms for speaker and speech recognition,.

Probing the Robustness Properties of Neural Speech Codecs Discrete audio representation as an alter- native to mel-spectrograms for speaker and speech recognition,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:41.636060Z

Source-reported events for the cited work

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Observation d5e6c052-e71b-4012-b8d9-7dcacf1bdc9b · outbound

This paper cites Codec-ASR: Training Performant Automatic Speech Recognition Systems with Discrete Speech Representations.

Probing the Robustness Properties of Neural Speech Codecs Codec-ASR: Training Performant Automatic Speech Recognition Systems with Discrete Speech Representations

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:31:40.077465Z

Source-reported events for the cited work

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Observation cfb51a57-77e6-43be-aa61-f45e5f97fb94 · outbound

This paper cites Codec-SUPERB: An In-Depth Analysis of Sound Codec Models.

Probing the Robustness Properties of Neural Speech Codecs Codec-SUPERB: An In-Depth Analysis of Sound Codec Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:37.992844Z

Source-reported events for the cited work

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Observation 3caaa792-47b2-4697-a4eb-8c70a9964f82 · outbound

This paper cites DASB - Discrete Audio and Speech Benchmark.

Probing the Robustness Properties of Neural Speech Codecs DASB - Discrete Audio and Speech Benchmark

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a885727-6800-44d8-a91a-a2f69b8776a5 · outbound

This paper cites Espnet-codec: Comprehensive training and evalua- tion of neural codecs for audio, music, and speech,.

Probing the Robustness Properties of Neural Speech Codecs Espnet-codec: Comprehensive training and evalua- tion of neural codecs for audio, music, and speech,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:41.414713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 902dfcdf-92fa-4457-88db-e3df0dac5a96 · outbound

This paper cites Perceptual evaluation of speech quality (pesq)- a new method for speech quality assessment of telephone net- works and codecs,.

Probing the Robustness Properties of Neural Speech Codecs Perceptual evaluation of speech quality (pesq)- a new method for speech quality assessment of telephone net- works and codecs,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:40.728082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b31b17fd-b76d-4bee-96a0-98d6c2c6ea91 · outbound

This paper cites Lib- rispeech: an asr corpus based on public domain audio books,.

Probing the Robustness Properties of Neural Speech Codecs Lib- rispeech: an asr corpus based on public domain audio books,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:38.506178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57163fc6-9cc0-4b06-b671-3f0603db4395 · outbound

This paper cites The ryerson audio-visual database of emotional speech and song (ravdess): A dynamic, multimodal set of facial and vocal expressions in north american english,.

Probing the Robustness Properties of Neural Speech Codecs The ryerson audio-visual database of emotional speech and song (ravdess): A dynamic, multimodal set of facial and vocal expressions in north american english,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:38.632101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b34c496-5bfa-4938-9f58-2861210d8665 · outbound

This paper cites SEANet: A Multi-modal Speech Enhancement Network.

Probing the Robustness Properties of Neural Speech Codecs SEANet: A Multi-modal Speech Enhancement Network

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:38.772273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9f67569-9931-49b3-8f4a-54573173683c · outbound

This paper cites Long short-term memory,.

Probing the Robustness Properties of Neural Speech Codecs Long short-term memory,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:38.859389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3de5ff9-f977-4155-be71-2606cffc9cb9 · outbound

This paper cites Wavlm: Large-scale self- supervised pre-training for full stack speech processing,.

Probing the Robustness Properties of Neural Speech Codecs Wavlm: Large-scale self- supervised pre-training for full stack speech processing,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:41.096553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bfbe0925-bfd6-4e58-9b21-2a813bd359e8 · outbound

This paper cites LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speech.

Probing the Robustness Properties of Neural Speech Codecs LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speech

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:39.059469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 150170b4-2ff3-4407-9ea0-6af3af8ac80c · outbound

This paper cites Mel-cepstral distance measure for objective speech quality assessment,.

Probing the Robustness Properties of Neural Speech Codecs Mel-cepstral distance measure for objective speech quality assessment,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:31:40.927826Z

Source-reported events for the cited work

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Observation a57e1d6f-431a-42fc-96e4-2eb755eb01f1 · outbound

This paper cites Robust speech recognition via large-scale weak supervision,.

Probing the Robustness Properties of Neural Speech Codecs Robust speech recognition via large-scale weak supervision,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:39.342757Z

Source-reported events for the cited work

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Observation 9f765aba-dcf3-4379-955d-c7976a02072f · outbound

This paper cites ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification.

Probing the Robustness Properties of Neural Speech Codecs ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:39.430961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1283c4a1-509d-4616-a396-e1175b8febbd · outbound

This paper cites emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation.

Probing the Robustness Properties of Neural Speech Codecs emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:39.523254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2415ad9f-7ab7-421b-9435-e5469f932cc4 · outbound

This paper cites WHAM!: Extending Speech Separation to Noisy Environments.

Probing the Robustness Properties of Neural Speech Codecs WHAM!: Extending Speech Separation to Noisy Environments

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:39.627183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bb3dce6-761b-408c-a565-cd752132f230 · outbound

This paper cites The INTERSPEECH 2020 Deep Noise Suppression Challenge: Datasets, Subjective Testing Framework, and Challenge Results.

Probing the Robustness Properties of Neural Speech Codecs The INTERSPEECH 2020 Deep Noise Suppression Challenge: Datasets, Subjective Testing Framework, and Challenge Results

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T12:31:39.694445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ad1a252-d32c-41fb-8ec1-2a9342d8e997 · outbound

This paper cites an unresolved cited work.

Probing the Robustness Properties of Neural Speech Codecs Unresolved cited work

Reference 2024

Resolution: parse uncertain; raw_fallback, observed 2026-08-07T12:31:41.243873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 2ebc279a-ec1f-4857-932e-8d04bad44066 · inbound