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Suppose we solve the entropic regularized Gromov-Wasserstein problem for two cost matrices $C$ and $C'$, with regularization strength $\varepsilon$ and weights $a,b$. Then, each iteration of the algorithm updates the coupling via ((http://proceedings.mlr.press/v48/peyre16.pdf, Eq. 9): $$P^{t+1} \leftarrow \mathrm{Sinkhorn}(\mathcal{L}(C, C') \otimes P^t, a, b, \varepsilon)$$
Is there a feature to choose the $\varepsilon$ of each iteration relatively to $\mathcal{L}(C, C') \otimes P^t$? So that we perform for instance $P^{t+1} \leftarrow \mathrm{Sinkhorn}(\mathcal{L}(C, C') \otimes P^t, a, b, \varepsilon_t)$ where $\varepsilon_t =\varepsilon_0 \cdot \mathrm{mean}(\mathcal{L}(C, C') \otimes P^t)$ where $\varepsilon_0$ is passed while instantiating the solver.
The text was updated successfully, but these errors were encountered:
theouscidda6
changed the title
**relative_epsilon for** for entropic Gromov-Wasserstein solverrelative_epsilon for for entropic Gromov-Wasserstein solver
Mar 22, 2023
theouscidda6
changed the title
relative_epsilon for for entropic Gromov-Wasserstein solverrelative_epsilon for entropic Gromov-Wasserstein solver
Mar 22, 2023
Suppose we solve the entropic regularized Gromov-Wasserstein problem for two cost matrices$C$ and $C'$ , with regularization strength $\varepsilon$ and weights $a,b$ . Then, each iteration of the algorithm updates the coupling via ((http://proceedings.mlr.press/v48/peyre16.pdf, Eq. 9):
$$P^{t+1} \leftarrow \mathrm{Sinkhorn}(\mathcal{L}(C, C') \otimes P^t, a, b, \varepsilon)$$
Is there a feature to choose the$\varepsilon$ of each iteration relatively to $\mathcal{L}(C, C') \otimes P^t$ ? So that we perform for instance $P^{t+1} \leftarrow \mathrm{Sinkhorn}(\mathcal{L}(C, C') \otimes P^t, a, b, \varepsilon_t)$ where $\varepsilon_t =\varepsilon_0 \cdot \mathrm{mean}(\mathcal{L}(C, C') \otimes P^t)$ where $\varepsilon_0$ is passed while instantiating the solver.
The text was updated successfully, but these errors were encountered: