In this paper, we present a method VITAE (Variational Inference for Trajectory by AutoEncoder) for performing TI. VITAE combines a graph-based hierarchical mixture model, which incorporates the ...

Talk Information Dohyun Ahn. Title: Efficient Simulation of Polyhedral Expectations with Applications to Finance. Abstract: We consider the problem of estimating the expectation over a convex ...

In this work, we propose a joint coding-modulation (JCM) framework for digital semantic communications by using variational autoencoder (VAE). Our approach learns the transition probability from ...

Figure 1: Overview of the Constrained Subspace Variational Autoencoder (CS-VAE). The latent space is divided in three parts: (1) the supervised latents decode the labeled body positions, (2) the ...