Methods › General › Regularization › Batch Nuclear-norm Maximization
Batch Nuclear-norm Maximization
Introduced by Shuhao Cui et al. in Towards Discriminability and Diversity: Batch Nuclear-norm Maximization under Label Insufficient Situations
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Batch Nuclear-norm Maximization is an approach for aiding classification in label insufficient situations. It involves maximizing the nuclear-norm of the batch output matrix. The nuclear-norm of a matrix is an upper bound of the Frobenius-norm of the matrix. Maximizing nuclear-norm ensures large Frobenius-norm of the batch matrix, which leads to increased discriminability. The nuclear-norm of the batch matrix is also a convex approximation of the matrix rank, which refers to the prediction diversity.
Papers archive 2025-07-28
3 shown of 3, 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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Fast Batch Nuclear-norm Maximization and Minimization for Robust Domain Adaptation 13 Jul 2021 · 1 repository · arXiv:2107.06154Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
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Learning Invariant Representation with Consistency and Diversity for Semi-supervised Source Hypothesis Transfer 7 Jul 2021 · 1 repository · arXiv:2107.03008
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Towards Discriminability and Diversity: Batch Nuclear-norm Maximization under Label Insufficient Situations 27 Mar 2020 · 2 repositories · arXiv:2003.12237Syntology ran 2 of 4 samples · 2 unverified
Tasks archive 2025-07-28
4 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 |
|---|---|
| Diversity | 3 |
| Domain Adaptation | 3 |
| Prediction | 1 |
| Semi-supervised Domain Adaptation | 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
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