Methods › Audio › Audio Model Blocks › RSU Beneš Block
Beneš Block with Residual Switch Units
RSU Beneš Block
Introduced by Andis Draguns et al. in Residual Shuffle-Exchange Networks for Fast Processing of Long Sequences
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The Beneš block is a computation-efficient alternative to dense attention, enabling the modelling of long-range dependencies in O(n log n) time. In comparison, dense attention which is commonly used in Transformers has O(n^2) complexity.
In music, dependencies occur on several scales, including on a coarse scale which requires processing very long sequences. Beneš blocks have been used in Residual Shuffle-Exchange Networks to achieve state-of-the-art results in music transcription.
Beneš blocks have a ‘receptive field’ of the size of the whole sequence, and it has no bottleneck. These properties hold for dense attention but have not been shown for many sparse attention and dilated convolutional architectures.
Papers archive 2025-07-28
5 shown of 5, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Nash Equilibrium Between Consumer Electronic Devices and DoS Attacker for Distributed IoT-enabled RSE Systems 13 Apr 2025 · 0 repositories · arXiv:2504.09415
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The radius of statistical efficiency 15 May 2024 · 0 repositories · arXiv:2405.09676
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A Multi-Modal Machine Learning Approach to Detect Extreme Rainfall Events in Sicily 14 Dec 2022 · 0 repositories · arXiv:2212.08102
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Attack-Resilient State Estimation with Intermittent Data Authentication 16 May 2020 · 0 repositories · arXiv:2005.08122
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Residual Shuffle-Exchange Networks for Fast Processing of Long Sequences 6 Apr 2020 · 2 repositories · arXiv:2004.04662
Tasks archive 2025-07-28
7 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| State Estimation | 2 |
| LAMBADA | 1 |
| Language Modelling | 1 |
| Matrix Completion | 1 |
| Music Transcription | 1 |
| Q-Learning | 1 |
| Retrieval | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections