ML: Initialization

Machine-learning ideas tagged Initialization in the ML taxonomy of the Math2NN corpus.

✓✓ Beats tuned baseline 2026

Constructive Two-View Gauge Initialization

Initialize latent coordinate-frame parameters analytically from two temporally separated neural predictions instead of starting joint optimization from arbitrary translation and orientation. This removes the continuous gauge before backpropagation and should prevent EKF-like or gradient-based failures caused by large yaw and position initialization errors.

Useful7/10
Difficulty4/10
Novelty8/10
Paper: Trajectory-Induced Self-Calibration for Hidden-Target Localization Through an Unknown-Pose Range-Bearing Relay arXiv:2608.09464