Agnuxo1/enveda-casmi-2026-metfrag-ranking
MetFrag-assisted, leader-safe ranking of natural-product structures from MS/MS spectra — Enveda CASMI 2026 (Kaggle) entry with pre-registered experiments and animated figures
Light My Cells 2: modality-aware five-fold U-Net predicting nucleus, mitochondria, tubulin and actin fluorescence from transmitted-light microscopy (Best Focus + MIP), with leakage-safe validation and a Grand Challenge container.
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MetFrag-assisted, leader-safe ranking of natural-product structures from MS/MS spectra — Enveda CASMI 2026 (Kaggle) entry with pre-registered experiments and animated figures
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Reproducible instance-aware solar filament segmentation and Panoptic Quality audit pipeline.
White-box robustness probes for AIMO Interpretability: Small Track bundle, training-only validation transforms and reproducible controls.
Residual-stream probes predict whether small math LLMs stay correct under meaning-preserving perturbations — from one forward pass, before generation. AIMO Interpretability Challenge 2026, Small Models Track.
Entry to the Predictive AI Evaluation Competition at NeurIPS 2026 (Stanford AIMS): Beta-Binomial shrinkage predictor, independent audit, reproducible protocol and public-data findings.