HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization

no code implementations • 15 Nov 2022 • Jingang Qu, Thibault Faney, Ze Wang, Patrick Gallinari, Soleiman Yousef, Jean-Charles de Hemptinne

This paper presents a novel DG method, called HMOE: Hypernetwork-based Mixture of Experts (MoE), which does not rely on domain labels and is more interpretable.

Domain Generalization

PTFlash : A deep learning framework for isothermal two-phase equilibrium calculations

no code implementations • 6 May 2022 • Jingang Qu, Thibault Faney, Jean-Charles de Hemptinne, Soleiman Yousef, Patrick Gallinari

Phase equilibrium calculations are an essential part of numerical simulations of multi-component multi-phase flow in porous media, accounting for the largest share of the computational time.

Vocal Bursts Valence Prediction