4 problems
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Conjecture on weight-sensitive complexity bounds for sequential Monte Carlo
Weight-sensitive complexity conjecture. The true complexity of sequential Monte Carlo should depend not on the minimum weight, but either on a bottleneck coefficient or on the tota…
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The low-density Jacobian conjecture for learned transport maps
Low-density Jacobian conjecture. Separatrices in the pushforward density follow from the intrinsic difficulty of capturing the correct slope, or Jacobian determinant, of in reg…
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The difficulty of sampling multimodal distributions with Langevin dynamics
Multimodal Langevin-sampling conjecture. The observed separatrices further demonstrate the difficulty of sampling from multimodal distributions with Langevin dynamics.
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HMC has no asymptotic improvement over random walk for ball-like multimodal targets
Let be a mixture distribution of the form … where are probability densities, are fixed weights satisfying…