Audio Compression

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

17 shown of 17 papers with code (42 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• High Fidelity Neural Audio Compression
  24 Oct 2022 6 repositories listed
  We introduce a state-of-the-art real-time, high-fidelity, audio codec leveraging neural networks.
• High-Fidelity Audio Compression with Improved RVQGAN
  11 Jun 2023 4 repositories listed Syntology ran 27 of 38 samples · 11 unverified
  Language models have been successfully used to model natural signals, such as images, speech, and music.
• UR Channel-Robust Synthetic Speech Detection System for ASVspoof 2021
  26 Jul 2021 2 repositories listed
  Different from previous ASVspoof challenges, the LA task this year presents codec and transmission channel variability, while the new task DF presents general audio compression.
• TS3-Codec: Transformer-Based Simple Streaming Single Codec
  27 Nov 2024 1 repository listed
  Neural audio codecs (NACs) have garnered significant attention as key technologies for audio compression as well as audio representation for speech language models.
• Residual vector quantization for KV cache compression in large language model
  21 Oct 2024 1 repository listed Syntology ran 0 of 4 samples · 4 unverified
  KV cache compression methods have mainly relied on scalar quantization techniques to reduce the memory requirements during decoding.
• SNAC: Multi-Scale Neural Audio Codec
  18 Oct 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  Neural audio codecs have recently gained popularity because they can represent audio signals with high fidelity at very low bitrates, making it feasible to use language modeling approaches for audio generation and…
• Codec Does Matter: Exploring the Semantic Shortcoming of Codec for Audio Language Model
  30 Aug 2024 1 repository listed Syntology ran 0 of 2 samples · 2 unverified
  By enhancing the semantic ability of the codec, X-Codec significantly reduces WER in speech synthesis tasks and extends these benefits to non-speech applications, including music and sound generation.
• Music2Latent: Consistency Autoencoders for Latent Audio Compression
  12 Aug 2024 1 repository listed Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
  We demonstrate that Music2Latent outperforms existing continuous audio autoencoders in sound quality and reconstruction accuracy while achieving competitive performance on downstream MIR tasks using its latent…
• Language-Codec: Bridging Discrete Codec Representations and Speech Language Models
  19 Feb 2024 1 repository listed Syntology ran 4 of 7 samples · 3 unverified
  Furthermore, we also validate the efficiency of the Language-Codec on downstream speech language models.
• Siamese SIREN: Audio Compression with Implicit Neural Representations
  22 Jun 2023 1 repository listed Syntology ran 5 of 6 samples · 1 unverified
  Implicit Neural Representations (INRs) have emerged as a promising method for representing diverse data modalities, including 3D shapes, images, and audio.
• Quantifying Spatial Audio Quality Impairment
  13 Jun 2023 1 repository listed
  Spatial audio quality is a highly multifaceted concept, with many interactions between environmental, geometrical, anatomical, psychological, and contextual considerations.
• DC CoMix TTS: An End-to-End Expressive TTS with Discrete Code Collaborated with Mixer
  31 May 2023 1 repository listed
  We demonstrate that the reference encoder learns better speaker-independent prosody when discrete code is utilized as input in the experiments.
• Compression with Bayesian Implicit Neural Representations
  30 May 2023 1 repository listed Syntology ran 6 of 7 samples · 1 unverified
  Many common types of data can be represented as functions that map coordinates to signal values, such as pixel locations to RGB values in the case of an image.
• Audio Spectral Enhancement: Leveraging Autoencoders for Low Latency Reconstruction of Long, Lossy Audio Sequences
  8 Aug 2021 1 repository listed
  With active research in audio compression techniques yielding substantial breakthroughs, spectral reconstruction of low-quality audio waves remains a less indulged topic.
• ClefNet: Recurrent Autoencoders with Dynamic Time Warping for Near-Lossless Music Compression and Minimal-Latency Transmission
  15 Mar 2021 1 repository listed
  The onset of coronavirus disease 2019 (COVID-19), an infectious disease caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), has sparked unprecedented change.
• MP3net: coherent, minute-long music generation from raw audio with a simple convolutional GAN
  12 Jan 2021 1 repository listed
  We present a deep convolutional GAN which leverages techniques from MP3/Vorbis audio compression to produce long, high-quality audio samples with long-range coherence.
• Bayesian Reconstruction of Fourier Pairs
  9 Nov 2020 1 repository listed
  Our aim is to address the lack of a principled treatment of data acquired indistinctly in the temporal and frequency domains in a way that is robust to missing or noisy observations, and that at the same time models…

Syntology lines on 8 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.