Methods › General › Knowledge Distillation › Collaborative Distillation
Collaborative Distillation
Introduced by Huan Wang et al. in Collaborative Distillation for Ultra-Resolution Universal Style Transfer
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Collaborative Distillation is a new knowledge distillation method (named Collaborative Distillation) for encoder-decoder based neural style transfer to reduce the number of convolutional filters. The main idea is underpinned by a finding that the encoder-decoder pairs construct an exclusive collaborative relationship, which is regarded as a new kind of knowledge for style transfer models.
Papers archive 2025-07-28
9 shown of 9, 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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Noise Fusion-based Distillation Learning for Anomaly Detection in Complex Industrial Environments 19 Jun 2025 · 0 repositories · arXiv:2506.16050
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Continual Collaborative Distillation for Recommender System 29 May 2024 · 2 repositories · arXiv:2405.19046
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Federated Learning via Input-Output Collaborative Distillation 22 Dec 2023 · 1 repository · arXiv:2312.14478
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Multi-label Emotion Analysis in Conversation via Multimodal Knowledge Distillation 27 Oct 2023 · 0 repositories
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DevFormer: A Symmetric Transformer for Context-Aware Device Placement 26 May 2022 · 5 repositories · arXiv:2205.13225Syntology ran 13 of 23 samples · 10 unverified
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Revisiting Discriminator in GAN Compression: A Generator-discriminator Cooperative Compression Scheme 27 Oct 2021 · 1 repository · arXiv:2110.14439
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Complementary Calibration: Boosting General Continual Learning with Collaborative Distillation and Self-Supervision 3 Sep 2021 · 1 repository · arXiv:2109.02426
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Compressing Facial Makeup Transfer Networks by Collaborative Distillation and Kernel Decomposition 16 Sep 2020 · 1 repository · arXiv:2009.07604
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Collaborative Distillation for Ultra-Resolution Universal Style Transfer 18 Mar 2020 · 1 repository · arXiv:2003.08436Syntology ran 3 of 8 samples · 5 unverified
Tasks archive 2025-07-28
17 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
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