Link Sigma-Mem arXiv paper

Fix inline LaTeX rendering in model card

Update README.md

Fix model-card math delimiters

Add method figure and checkpoint architecture description

Align checkpoint directories with center-model names

Add portable configs and checkpoint manifests

Upload trained Sigma-Mem checkpoints

initial commit