Major revision: add phantom momentum ablation, compute-matched baselines, multi-seed predictor accuracy

Add sparse transformer v19 with Triton-backed KNN scheduler and various backward modes. Includes utilities for synthetic data generation and model training. Implements chunked sparse updates and integrates with existing sparse linear layers.