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y=y(x,t)y:Ωy×TyRDyxΩyRDstTyR+\begin{aligned} \boldsymbol{y} &= \boldsymbol{y}(\mathbf{x},t) && &&\boldsymbol{y}: \Omega_y\times\mathcal{T}_y\rightarrow\mathbb{R}^{D_y} && && \mathbf{x}\in\Omega_y\subseteq\mathbb{R}^{D_s} && t\in\mathcal{T}_y\subseteq\mathbb{R}^+ \end{aligned}

The domain, Ωy\Omega_y, is typically irregular, sparse and noisy.

  • Interpolation
  • Deep Equilibrium Model (DEQ)
  • Dynamical Model