Matthew P. Lungren
4 papers in the PaperMetrix corpus
Papers by this author
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Prostate cancer therapy personalization via multi-modal deep learning on randomized phase III clinical trials
2022 · Research Square
<title>Abstract</title> Prostate cancer is the most frequent cancer in men and a leading cause of cancer death. Determining a patient’s optimal therapy is a challenge, where oncologists must select a therapy with the highest likelihood …
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Self-supervised learning for medical image classification: a systematic review and implementation guidelines
2023 · npj Digital Medicine
Advancements in deep learning and computer vision provide promising solutions for medical image analysis, potentially improving healthcare and patient outcomes. However, the prevailing paradigm of training deep learning models requires large quantities of labeled training …
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L2B: Learning to Bootstrap Robust Models for Combating Label Noise
2024
Deep neural networks have shown great success in representation learning. However, when learning with noisy labels (LNL), they can easily overfit and fail to generalize to new data. This paper introduces a simple and effective …
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CancerGUIDE: Cancer Guideline Understanding via Internal Disagreement Estimation
2025 · arXiv (Cornell University)
The National Comprehensive Cancer Network (NCCN) provides evidence-based guidelines for cancer treatment. Translating complex patient presentations into guideline-compliant treatment recommendations is time-intensive, requires specialized expertise, and is prone to error. Advances in large language model …