{"schema":"hottub-news/story/v1","story":"st_toyz6ehdy36bbjs5ikiq","title":"PCaPaint: Prostate Cancer Inpainting by Mitigating Shortcut Learning","title_en":null,"outlets":1,"brief":null,"page":"https://hottub.news/stories/pcapaint-prostate-cancer-inpainting-by-mitigating-shortcut-learning-toyz6ehdy3","count":1,"items":[{"id":"n_toyz6ehdy36bbjs5ikiq","seq":821677,"kind":"article","title":"PCaPaint: Prostate Cancer Inpainting by Mitigating Shortcut Learning","url":"https://arxiv.org/abs/2609.37350","summary":"arXiv:2609.37350v1 Announce Type: new Abstract: The development of AI systems for tumor-specific applications is limited by the scarcity of labeled data. Synthetic tumor inpainting offers a promising approach but faces challenges for prostate cancer MRI which contains high-resolution multi-sequence data. Although methods leveraging latent diffusion models (LDMs) enable large-volume synthesis, they are prone to shortcut learning, simply reproducing the condition image created…","published":"2026-09-30T04:00:00Z","seen":"2026-09-30T04:37:31Z","lang":"en","source":{"id":"kite-arxiv-org-1637f0","name":"arxiv.org","domain":"rss.arxiv.org"},"via":"kite-arxiv-org-1637f0","topics":["photonics","cs.cv"],"authors":["Levente Lippenszky, Hongxu Yang, Marcell D\\\"om\\\"ot\\\"or, Krisztian Koos…"],"entities":[{"id":"Q181257","name":"prostate cancer","type":"other"}],"story":"st_toyz6ehdy36bbjs5ikiq","category":"science-technology","category_p":0.6000000238418579,"sentiment":"neutral","tone":-0.019999999552965164,"political":0.05999999865889549}]}