Add paper 4 (DHP, 10.5281/zenodo.19952612) to publications footer

docs: add full research README with paper, results, architecture, citation

docs: add DuoNeural research publications section

Create model card with DuoNeural links

Upload nano_ctm_model.py with huggingface_hub

Upload phase2_final.pt with huggingface_hub

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