Agnuxo1/s6e9-honest-ceiling
Fold-safe ensembling to the honest ceiling of Kaggle Playground S6E9, and a Darwin-Cage residual search with a power analysis. Nested OOF 0.946420; 47,679 evolved programs, 0 discoveries.
Rule-compliant Overture Maps coverage-gap estimator for 9,379 US tracts + a provenance bias discovery (Zindi x Humane Intelligence Bias Bounty)
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Latest capture 2026-10-29 04:00
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Fold-safe ensembling to the honest ceiling of Kaggle Playground S6E9, and a Darwin-Cage residual search with a power analysis. Nested OOF 0.946420; 47,679 evolved programs, 0 discoveries.
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.
White-box robustness probes for AIMO Interpretability: Small Track bundle, training-only validation transforms and reproducible controls.
Entry to the Predictive AI Evaluation Competition at NeurIPS 2026 (Stanford AIMS): Beta-Binomial shrinkage predictor, independent audit, reproducible protocol and public-data findings.
Explainable agent that re-checks a grant compliance register against a rewritten federal regulation, using one federated Zetaris view over PostgreSQL, files and the live eCFR API.
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.