9 problems
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Improved convergence from reactivation gaps in flexible block-iterative Frank–Wolfe
For every , define the reactivation-gap contribution … These gaps arise from components updated more than once between iterations and . Improved-converge…
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The superlinear oracle-runtime conjecture for recursive Frank–Wolfe algorithms
Let denote the maximum depth of recursion in the recursive Frank–Wolfe algorithms, and let the runtime of their optimization oracles be measured as a function of the ins…
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Wolfe's linear convergence conjecture for away-step Frank–Wolfe on polytopes
Let a smooth, strongly convex objective be minimized over a convex and compact polytope. The Frank–Wolfe method is augmented with away-steps, which move away from previously found…
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Abernethy et al.'s gauge-set characterization of strongly convex bodies
Abernethy et al.'s conjecture. is a gauge set with respect to its gauge if and only if it is strongly convex with respect to itself.
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The away-mechanism trade-off conjecture for randomized Frank–Wolfe methods
Away-mechanism trade-off conjecture. The away mechanism improves the trade-off between the cost of the LMO and the alignment of the descent direction with the opposite of the gradi…
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Linear-rate conjecture for Frank-Wolfe saddle-point algorithms
Consider general uniformly strongly convex-concave functions in both cases described by the source as situations … . Linear-rate conjecture. A refined analysis could yield a linear…
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Hammond's convergence conjecture for SP-FW on strongly convex-concave objectives
Let the SP-FW algorithm use step sizes , and let it be applied to a uniformly strongly convex-concave objective function over a polytope. Hammond's co…
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Conjecture on the monotonicity of pyramidal width under vertex addition
Let be a set of vertices, meaning points that are extrema of their convex hull, and suppose that a new vertex is added while all previous points remain vertices. Pyra…
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Norm-selection conjecture for delay constants in block-coordinate Frank–Wolfe algorithms
Norm-selection conjecture. In general, the flexibility to choose the norm should make the ratios of these boundedness constants to well controlled, while the typical dep…