Methods › Sequential › Temporal Convolutions › DynamicConv
Dynamic Convolution
DynamicConv
Introduced by Felix Wu et al. in Pay Less Attention with Lightweight and Dynamic Convolutions
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
DynamicConv is a type of convolution for sequential modelling where it has kernels that vary over time as a learned function of the individual time steps. It builds upon LightConv and takes the same form but uses a time-step dependent kernel:
DynamicConv(X, i, c) = LightConv(X, f(Xᵢ)_(h,:), i, c)
Papers archive 2025-07-28
11 shown of 11, 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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Beyond Simple Concatenation: Fairly Assessing PLM Architectures for Multi-Chain Protein-Protein Interactions Prediction 26 May 2025 · 0 repositories · arXiv:2505.20036
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Navigating Nuance: In Quest for Political Truth 1 Jan 2025 · 1 repository · arXiv:2501.00782
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ChatGPT v.s. Media Bias: A Comparative Study of GPT-3.5 and Fine-tuned Language Models 29 Mar 2024 · 0 repositories · arXiv:2403.20158
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M³Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection 15 Sep 2023 · 1 repository · arXiv:2309.08365
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Transformer Based Punctuation Restoration for Turkish 15 Sep 2023 · 1 repository
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Improved Data Augmentation for Translation Suggestion 12 Oct 2022 · 0 repositories · arXiv:2210.06138
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Instances as Queries 5 May 2021 · 5 repositories · arXiv:2105.01928Syntology ran 1 of 3 samples · 2 unverified
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ConvBERT: Improving BERT with Span-based Dynamic Convolution 6 Aug 2020 · 8 repositories · arXiv:2008.02496
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Normalization of Input-output Shared Embeddings in Text Generation Models 22 Jan 2020 · 0 repositories · arXiv:2001.07885
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Low-Memory Neural Network Training: A Technical Report 24 Apr 2019 · 0 repositories · arXiv:1904.10631
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Pay Less Attention with Lightweight and Dynamic Convolutions 29 Jan 2019 · 3 repositories · arXiv:1901.10430
Tasks archive 2025-07-28
20 shown of 29 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
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
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