6 problems
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The scalability conjecture for aligned multi-objective optimization
Aligned multi-objective optimization (AMOO) considers multiple related loss functions whose feedback is aligned or approximately aligned during optimization. In this setting, algor…
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Convergence conjecture for the particle system on a Pareto front
Let be an -dimensional manifold with known chart , where or , and let be the tangential space at …
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Conjecture that potential-induced stochasticity explains improved solution quality
The experiments compare optimization dynamics with and without interaction in parameter space, using potentials whose choice affects the resulting solutions. Potential-induced stoc…
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Poly-logarithmic scaling conjecture for Pareto sets in higher dimensions
A Pareto set is the set of nondominated points arising from a multi-objective optimization problem; here, the relevant Pareto set is associated with the trade-off over a discrete s…
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PESA-EPO recursive approximation conjecture for Pareto fronts
PESA-EPO approximation conjecture. If the initial objective vectors are the closest EPO solutions for the extreme preference rays and is connected, then incre…
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The variation conjecture for multi-objective submodular maximization
Variation conjecture. There exists a set of size such that