The Gate Does Not Choose — an expert-initialised patch-wise MoE vs 24 training-free consensus operators (ordered vetoes, 1-vs-3 vetoes, symmetric votes), BraTS-2023 adult glioma, 5 folds under the official lesion-wise Dice/HD95. Paper EN+FR, code, exact result JSONs, figures, tables, dataset provenance.
deep-learning consensus pytorch medical-imaging reproducibility research-paper brats brain-tumor-segmentation mixture-of-experts nnunet mednext brats2023 learned-gate deterministic-operators
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Sep 25, 2026 - Python