Methods › General › Data Parallel Methods › Accordion
Accordion
Introduced by Saurabh Agarwal et al. in Accordion: Adaptive Gradient Communication via Critical Learning Regime Identification
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Accordion is a gradient communication scheduling algorithm that is generic across models while imposing low computational overheads. Accordion inspects the change in the gradient norms to detect critical regimes and adjusts the communication schedule dynamically. Accordion works for both adjusting the gradient compression rate or the batch size without additional parameter tuning.
Papers archive 2025-07-28
4 shown of 4, 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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Rethinking Layered Graphic Design Generation with a Top-Down Approach 8 Jul 2025 · 0 repositories · arXiv:2507.05601
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Origami Single-end Capacitive Sensing for Continuous Shape Estimation of Morphing Structures 3 Jul 2023 · 0 repositories · arXiv:2307.05370
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Accordion: A Communication-Aware Machine Learning Framework for Next Generation Networks 12 Jan 2023 · 0 repositories · arXiv:2302.00623
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Accordion: Adaptive Gradient Communication via Critical Learning Regime Identification 29 Oct 2020 · 2 repositories · arXiv:2010.16248
Tasks archive 2025-07-28
2 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 |
|---|---|
| 3D geometry | 1 |
| Quantization | 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