Prototype Selection

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Most implemented papers archive 2025-07-28

10 shown of 10 papers with code (29 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Latent Distribution Adjusting for Face Anti-Spoofing
  16 May 2023 3 repositories listed
  In this work, we propose a unified framework called Latent Distribution Adjusting (LDA) with properties of latent, discriminative, adaptive, generic to improve the robustness of the FAS model by adjusting complex data…
• Self-Sustaining Representation Expansion for Non-Exemplar Class-Incremental Learning
  12 Mar 2022 2 repositories listed
  Non-exemplar class-incremental learning is to recognize both the old and new classes when old class samples cannot be saved.
• Tree Space Prototypes: Another Look at Making Tree Ensembles Interpretable
  22 Nov 2016 2 repositories listed
  Ensembles of decision trees perform well on many problems, but are not interpretable.
• This part looks alike this: identifying important parts of explained instances and prototypes
  8 May 2025 1 repository listed
  Although prototype-based explanations provide a human-understandable way of representing model predictions they often fail to direct user attention to the most relevant features.
• ReGroup: Recursive Neural Networks for Hierarchical Grouping of Vector Graphic Primitives
  23 Nov 2021 1 repository listed
  Selection functionality is as fundamental to vector graphics as it is for raster data.
• Learning Sparse Prototypes for Text Generation
  29 Jun 2020 1 repository listed Syntology ran 1 of 9 samples · 8 unverified
  While effective, these methods are inefficient at test time as a result of needing to store and index the entire training corpus.
• Anomaly Detection and Prototype Selection Using Polyhedron Curvature
  5 Apr 2020 1 repository listed
  We propose a novel approach to anomaly detection called Curvature Anomaly Detection (CAD) and Kernel CAD based on the idea of polyhedron curvature.
• ProLFA: Representative Prototype Selection for Local Feature Aggregation
  24 Oct 2019 1 repository listed
  Given a set of hand-crafted local features, acquiring a global representation via aggregation is a promising technique to boost computational efficiency and improve task performance.
• Instance Ranking and Numerosity Reduction Using Matrix Decomposition and Subspace Learning
  24 Apr 2019 1 repository listed
  Using this similarity measure, we propose several related algorithms for ranking data instances and performing numerosity reduction.
• The Approximation of the Dissimilarity Projection
  2 Apr 2015 1 repository listed
  We investigate the degree of approximation of this projection under different prototype selection policies and prototype set sizes in order to characterise its use on tractography data.

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.