Methods › General › Optimization › Proximity Regularization
Proximity Regularization
Introduced by Tian Li et al. in Federated Optimization in Heterogeneous Networks
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The archive carries no description for this method.
Papers archive 2025-07-28
6 shown of 6, 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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PVChat: Personalized Video Chat with One-Shot Learning 21 Mar 2025 · 0 repositories · arXiv:2503.17069
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Regularized Best-of-N Sampling with Minimum Bayes Risk Objective for Language Model Alignment 1 Apr 2024 · 1 repository · arXiv:2404.01054Syntology ran 5 of 10 samples · 5 unverified
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Decoding-time Realignment of Language Models 5 Feb 2024 · 0 repositories · arXiv:2402.02992
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Connecting Low-Loss Subspace for Personalized Federated Learning 16 Sep 2021 · 1 repository · arXiv:2109.07628Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
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DARTS-PRIME: Regularization and Scheduling Improve Constrained Optimization in Differentiable NAS 22 Jun 2021 · 0 repositories · arXiv:2106.11655
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Federated Optimization in Heterogeneous Networks 14 Dec 2018 · 22 repositories · arXiv:1812.06127Syntology ran 9 of 26 samples · 17 unverified · 9 pointer-only (licence)
Tasks archive 2025-07-28
13 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