Physics-Constrained Flow Matching: Sampling Generative Models with Hard Constraints. - Utkarsh Utkarsh; Pengfei Cai; Alan Edelman; Rafael Gómez-Bombarelli; Christopher Vincent Rackauckas (CoRR, 2025)

End-to-End Probabilistic Framework for Learning with Hard Constraints. - Utkarsh Utkarsh; Danielle C. Maddix; Ruijun Ma; Michael W. Mahoney; Yuyang Wang 001 (CoRR, 2025)