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Researcher profile

Jesse C. Cresswell

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. Federated Learning and Differential Privacy for Medical Image Analysis

    2021 · Research Square

    <title>Abstract</title> The artificial intelligence revolution has been spurred forward by the availability of large-scale datasets. In contrast, the paucity of large-scale medical datasets hinders the application of machine learning in healthcare. The lack of publicly …

  2. Self-Supervised Representation Learning as Mutual Information Maximization

    2025 · arXiv (Cornell University)

    Self-supervised representation learning (SSRL) has demonstrated remarkable empirical success, yet its underlying principles remain insufficiently understood. While recent works attempt to unify SSRL methods by examining their information-theoretic objectives or summarizing their heuristics for preventing …