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cs.LG2025
MODE: Learning compositional representations of complex systems with Mixtures Of Dynamical Experts
Nathan Quiblier, Roy Friedman, Matthew Ricci
Dynamical systems in the life sciences are often composed of complex mixtures of overlapping behavioral regimes. Cellular subpopulations may shift from cycling to equilibrium dynam…
cs.LG2025
Characterizing Nonlinear Dynamics via Smooth Prototype Equivalences
Roy Friedman, Noa Moriel, Matthew Ricci +3
Characterizing the long term behavior of dynamical systems given limited measurements is a common challenge throughout the physical and biological sciences. This is a challenging t…
cs.LG2024
Intriguing Properties of Modern GANs
Roy Friedman, Yair Weiss
Modern GANs achieve remarkable performance in terms of generating realistic and diverse samples. This has led many to believe that ``GANs capture the training data manifold''. In t…