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
ROS 2 localization for outdoor robots: IMU, wheel encoders and GPS fused in a 23-state UKF at 100 Hz. When the estimate goes wrong it reports which sensor and why, instead of drifting silently. Apache 2.0.
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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
Per-pixel voting field for muscle architecture (PA, FL, MT) from B-mode ultrasound - UMUD Challenge
Emulating the ED global land-ecosystem model for the IEEE BigData Cup 2026: the anchor that beat every trained model, and the measured rejection of H1.
Structure-to-network developmental neurotoxicity triage agent with calibrated uncertainty (SciencePal AI4Science Hackathon 2026)
Open-source virtual optical lab in Blender: physics-based wave propagation, diffractive optical neural networks, and pre-registered validation
Benchmark for tracking model capability after release.