5 papers
A New Probabilistic Mobile Byzantine Failure Model for Self-Protecting Systems
Silvia Bonomi, Giovanni Farina, Roy Friedman +2
Modern distributed systems face growing security threats, as attackers continuously enhance their skills and vulnerabilities span across the entire system stack, from hardware to t…
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…
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…
Control+Shift: Generating Controllable Distribution Shifts
Roy Friedman, Rhea Chowers
We propose a new method for generating realistic datasets with distribution shifts using any decoder-based generative model. Our approach systematically creates datasets with varyi…
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…