Figure 9:
States in hypercube interior get pulled into spurious basins of attraction. PGD is in green and Multiplicative Weights in orange. Network is initialized at a distance θ from the center of the simplex (see equation 6.14), and allowed to converge. The y-axis is the accuracy of the factorization implied by the converged state. Triangles indicate initialization slightly away from af★ toward any of the other simplex vertices, which is most directions in the space. These initial states get quickly pulled into a spurious basin of attraction.

States in hypercube interior get pulled into spurious basins of attraction. PGD is in green and Multiplicative Weights in orange. Network is initialized at a distance θ from the center of the simplex (see equation 6.14), and allowed to converge. The y-axis is the accuracy of the factorization implied by the converged state. Triangles indicate initialization slightly away from af toward any of the other simplex vertices, which is most directions in the space. These initial states get quickly pulled into a spurious basin of attraction.

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