Self-supervision drives representational convergence in medical foundation models more than clinical supervision | Paper Citation Record

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Nature Machine Intelligence7(1), 119–130 (2025) 33

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Nature biomedical engineering 6(12), 1399–1406 (2022)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Nejm Ai2(1), AIoa2400640 (2025)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Nature medicine30(3), 850–862 (2024)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Nature medicine30(10), 2924–2935 (2024)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Nature 630(8015), 181–188 (2024)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Nature medicine 30(3), 863–874 (2024)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Phikon-v2, A large and public feature extractor for biomarker prediction

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: Proceedings of the 37th International Conference on Neural Information Processing Systems (2023)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: Machine learning for healthcare conference

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Nature616(7956), 259–265 (2023)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Radiology: Artificial Intelligence7(4), e240476 (2025)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision npj Digital Medicine8, 790 (2025)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Radiology: Artificial Intelligence8(3), e260346 (2026)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Nature Communications 15(1), 1603 (2024)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: ICLR 2021 (2021),https://openreview.net/forum ?id=YicbFdNTTy

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Transactions on Machine Learning Research (2024),https://openreview.net/forum?id=a68SUt6zFt, featured Certification

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: Proceedings of the 37th International Conference on Machine Learning (2020)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: Proceedings of the 34th International Conference on Neural Information Processing Systems (2020)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision The Platonic Representation Hypothesis

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: ICLR 2023 (2023),https://openreview.net/forum ?id=SrC-nwieGJ

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Back into Plato's Cave: Examining Cross-modal Representational Convergence at Scale

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Kaggle (2019),https://www.kaggle .com/c/aptos2019-blindness-detection

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018)

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: Thirty-seventh Conference on Neural Information Processing Systems Datasets and Benchmarks Track (2023), https://openreview.net/forum?id=OL2JQoO0kq

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: International Conference on Medical Imaging with Deep Learning

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: Proceedings of the IEEE conference on computer vision and pattern recognition

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Virchow2: Scaling Self-Supervised Mixed Magnification Models in Pathology

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Transactions on Machine Learning Research (2025), https://openreview.net/forum?id=zKv8qULV6n

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision ACM Trans

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision Bioinformatics39(11), btad651 (2023) 37

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: International Conference on Learning Representations (2019),https://openreview.net/forum?id=Bkg6RiCqY7

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Self-supervision drives representational convergence in medical foundation models more than clinical supervision In: ICLR (Poster) (2015),http: //dblp.uni-trier.de/db/conf/iclr/iclr2015.html#KingmaB14

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