Methods › General › Skip Connections › Zero-padded Shortcut Connection
Zero-padded Shortcut Connection
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A Zero-padded Shortcut Connection is a type of residual connection used in the PyramidNet architecture. For PyramidNets, identity mapping alone cannot be used for a shortcut because the feature map dimension differs among individual residual units. Therefore, only a zero-padded shortcut or projection shortcut can be used for all the residual units. However, a projection shortcut can hamper information propagation and lead to optimization problems, especially for very deep networks. On the other hand, the zero-padded shortcut avoids the overfitting problem because no additional parameters exist.
Papers archive 2025-07-28
8 shown of 8, 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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End-to-End Learning-Based Wireless Image Recognition Using the PyramidNet in Edge Intelligence 16 Mar 2023 · 0 repositories · arXiv:2303.09188
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Averaging Weights Leads to Wider Optima and Better Generalization 14 Mar 2018 · 17 repositories · arXiv:1803.05407Syntology ran 5 of 9 samples · 4 unverified
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ShakeDrop Regularization for Deep Residual Learning 7 Feb 2018 · 5 repositories · arXiv:1802.02375Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
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ShakeDrop regularization 1 Jan 2018 · 0 repositories
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Improving Generalization Performance by Switching from Adam to SGD 20 Dec 2017 · 6 repositories · arXiv:1712.07628
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Pyramidal RoR for Image Classification 1 Oct 2017 · 0 repositories · arXiv:1710.00307
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Deep Pyramidal Residual Networks with Separated Stochastic Depth 5 Dec 2016 · 0 repositories · arXiv:1612.01230
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Deep Pyramidal Residual Networks 10 Oct 2016 · 7 repositories · arXiv:1610.02915Syntology ran 1 of 1 samples · 0 unverified
Tasks archive 2025-07-28
9 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 |
|---|---|
| Image Classification | 3 |
| General Classification | 2 |
| image-classification | 2 |
| Classification | 1 |
| Decoder | 1 |
| Language Modeling | 1 |
| Language Modelling | 1 |
| Object Recognition | 1 |
| Stochastic Optimization | 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