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Research Highlights

Phase portraits of DMMs demonstrate the effect of norm bounds on mean fθf (x) and variance fθg (x) networks modeling transition dynamics. The thin lines are samples of stochastic dynamics, whereas the bold lines represent mean trajectories. The colors represent different initial conditions.

Stochastic Stability of Deep Markov Models

December 6, 2021

The team conducted numerical studies to demonstrate the connection between the parameters of neural networks and the stochastic stability of DMMs.