Multiview Learning

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

17 shown of 17 papers with code (41 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.

• Unconstrained Stochastic CCA: Unifying Multiview and Self-Supervised Learning
  2 Oct 2023 2 repositories listed Syntology ran 6 of 9 samples · 3 unverified · 4 pointer-only (licence)
  The Canonical Correlation Analysis (CCA) family of methods is foundational in multiview learning.
• Multiview Boosting by Controlling the Diversity and the Accuracy of View-specific Voters
  17 Aug 2018 2 repositories listed
  Different experiments on three publicly available datasets show the efficiency of the proposed approach with respect to state-of-art models.
• Hierarchical Consensus Network for Multiview Feature Learning
  4 Feb 2025 1 repository listed
  The HCN derives three consensus indices for capturing the hierarchical consensus across views, which are classifying consensus, coding consensus, and global consensus, respectively.
• Multiview learning with twin parametric margin SVM
  4 Aug 2024 1 repository listed
  In view of the aforementioned challenges, we propose multiview twin parametric margin support vector machine (MvTPMSVM).
• Bayesian Joint Additive Factor Models for Multiview Learning
  2 Jun 2024 1 repository listed
  It is increasingly common in a wide variety of applied settings to collect data of multiple different types on the same set of samples.
• mvlearnR and Shiny App for multiview learning
  25 Nov 2023 1 repository listed
  For users with limited programming language, we provide a Shiny Application to facilitate data integration anywhere and on any device.
• Learning from Semantic Alignment between Unpaired Multiviews for Egocentric Video Recognition
  22 Aug 2023 1 repository listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  To facilitate the data efficiency of multiview learning, we further perform video-text alignment for first-person and third-person videos, to fully leverage the semantic knowledge to improve video representations.
• Interpretable and intervenable ultrasonography-based machine learning models for pediatric appendicitis
  28 Feb 2023 1 repository listed
  Appendicitis is among the most frequent reasons for pediatric abdominal surgeries.
• Interpretable Deep Learning Methods for Multiview Learning
  15 Feb 2023 1 repository listed
  We propose iDeepViewLearn (Interpretable Deep Learning Method for Multiview Learning) for learning nonlinear relationships in data from multiple views while achieving feature selection.
• Multi-View Hypercomplex Learning for Breast Cancer Screening
  12 Apr 2022 1 repository listed Syntology ran 3 of 7 samples · 4 unverified
  To overcome such limitations, in this paper, we propose a methodological approach for multi-view breast cancer classification based on parameterized hypercomplex neural networks.
• Stationary Diffusion State Neural Estimation for Multiview Clustering
  2 Dec 2021 1 repository listed
  Meanwhile, instead of using auto-encoder in most unsupervised learning graph neural networks, SDSNE uses a co-supervised strategy with structure information to supervise the model learning.
• Understanding Latent Correlation-Based Multiview Learning and Self-Supervision: An Identifiability Perspective
  14 Jun 2021 1 repository listed Syntology ran 0 of 3 samples · 3 unverified
  Under this model, latent correlation maximization is shown to guarantee the extraction of the shared components across views (up to certain ambiguities).
• Multi-Multi-View Learning: Multilingual and Multi-Representation Entity Typing
  24 Oct 2018 1 repository listed
  For representation, we consider representations based on the context distribution of the entity (i.
• Multiview Learning of Weighted Majority Vote by Bregman Divergence Minimization
  25 May 2018 1 repository listed
  We tackle the issue of classifier combinations when observations have multiple views.
• Deep Multimodal Subspace Clustering Networks
  17 Apr 2018 1 repository listed
  In addition to various spatial fusion-based methods, an affinity fusion-based network is also proposed in which the self-expressive layer corresponding to different modalities is enforced to be the same.
• Robust Multiple Kernel k-means Clustering using Min-Max Optimization
  6 Mar 2018 1 repository listed
  To address this problem and inspired by recent works in adversarial learning, we propose a multiple kernel clustering method with the min-max framework that aims to be robust to such adversarial perturbation.
• Localized Data Fusion for Kernel k-Means Clustering with Application to Cancer Biology
  1 Dec 2014 1 repository listed
  In many modern applications from, for example, bioinformatics and computer vision, samples have multiple feature representations coming from different data sources.

Syntology lines on 4 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.