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Towards an Improved Understanding and Utilization of Maximum Manifold Capacity Representations

R Schaeffer, V Lecomte, DB Pai, A Carranza… - arxiv preprint arxiv …, 2024 - arxiv.org
Maximum Manifold Capacity Representations (MMCR) is a recent multi-view self-supervised
learning (MVSSL) method that matches or surpasses other leading MVSSL methods. MMCR …
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Learning Visual-Semantic Subspace Representations for Propositional Reasoning

G Moreira, A Hauptmann, M Marques… - arxiv preprint arxiv …, 2024 - arxiv.org
Learning representations that capture rich semantic relationships and accommodate
propositional calculus poses a significant challenge. Existing approaches are either …
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Maximum Manifold Capacity Representations in State Representation Learning

L Meng, M Goodwin, A Yazidi, P Engelstad - arxiv preprint arxiv …, 2024 - arxiv.org
The expanding research on manifold-based self-supervised learning (SSL) builds on the
manifold hypothesis, which suggests that the inherent complexity of high-dimensional data …
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