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cs.LG2026
A Biconvex Formulation for Stable Transport of Mixture Models with a Unique Solution
Yeganeh Marghi, Kelly Jin, Uygar Sümbül
Optimal transport (OT) provides a principled framework for mapping between probability distributions. Despite extensive progress, applying OT to large-scale data remains computatio…
cs.LG2025
Interpretable time series analysis with Gumbel dynamics
Yiliu Wang, Timothy Doyeon Kim, Eric Shea-Brown +1
Switching dynamical systems can model complicated time series data while maintaining interpretability by inferring a finite set of dynamics primitives and explaining different port…