53 problems
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Thom's gradient conjecture at infinity
Thom's gradient conjecture. If , then has a tangent at ; equivalently, the limit of secants
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Arnold–Thom conjecture for gradient flow lines
Let be a real analytic function on an open set , and let be a gradient flow line of with a limit point . Arnold–Thom conjecture. If…
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Gradient-flow length bound for convex domains
Let be a convex domain, and consider a gradient flow in whose arising path has length . The gradient-flow length conjecture. There is a universal constant …
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The intrinsic concavity invariant conjecture for compact 3-manifolds
Let be a compact -manifold, and let denote its gradient complexity, as introduced in the paper. A nonsingular gradient flow on is a gradient flow without singula…
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Equality of the discrete and viscous distances for concave viscosity
Let be the space of probability densities under consideration, let be a viscosity function, and let and be the distanc…
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Carlier and Poon's minimum-principle conjecture for the TV-Wasserstein flow
Carlier and Poon's minimum-principle conjecture. The minimum principle holds for the TV-JKO scheme in every dimension .
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Avoidance conjecture for weakly strict saddle points
Avoidance conjecture. If a compact connected component of consists of weakly strict saddle points, then has measure zero. Moreover, if i…
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Generalization of the main gradient-flow theorems to Hadamard manifolds
The paper considers generalized gradient flows and convex optimization on entanglement polytopes in Hadamard manifolds. In particular, the preceding discussion uses unitary matrice…
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MMS conjecture on positive weak solutions for one-dimensional fourth-order equations
Consider the one-dimensional Cauchy problem for equation … should hold for every … This conjecture concerns the range of parameters for which positive weak solutions exist; the pap…
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Conjecture on energy-adaptive PINNs for gradient flow problems
The energy adaptive method is developed for the Ginzburg–Landau energy. Gradient-flow conjecture. Its use on other gradient flow problems could alleviate issues for other complex c…
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Conjecture on deformation of non-self-intersecting curves within the admissible class
Deformation conjecture. Every smooth, non-self-intersecting can be smoothly deformed into along a path contained in .
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Global-minimum and strict-saddle conjecture for the third-layer synaptic objective
Let satisfy , and let follow the continuous-time gradient-flow feedforward synaptic dynamics. Let denote the stati…
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Full-rank invariance conjecture for gradient-flow synaptic dynamics
Let satisfy , and let solve the continuous-time gradient-flow feedforward synaptic dynamics … Write for the…
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The e-geodesic conjecture for gradient flows on the \ell^2-simplex
Let be the -simplex equipped with the Fisher–Rao metric, and let the gradient flow lines of be given by the integral curves in Proposition. In finite-d…
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Conjecture on time-uniform stability for gradient flows
Time-uniform stability conjecture. The fact that stability does not degrade over time is connected to the gradient-flow nature of the dynamics and the convergence of the flow to a…
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The metric conjecture for diffusive transport on centered probability measures
Let be the space of centered probability measures on with finite second moment, and for d…
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Arnold--Thom gradient conjecture
Let be a gradient flow line for an analytic function, and suppose that it has a limit point. Arnold--Thom gradient conjecture. The limit … exists. This is a stronger, fi…
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Concentration of the empirical coordinate distribution in high-dimensional Langevin dynamics
Concentration conjecture. For high dimensions and design matrices that have limited long-range dependence across variables, the estimate
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Otto's entropy-selection conjecture for the minimizing movements scheme in macroscopic IPM
Let the minimizing movements scheme for the relaxed macroscopic IPM problem be defined by time steps of size , with iterates obtained by minimizing the sum of the Wasserstein-…
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Convergence of the Bregman JKO scheme to mirror gradient flow
Let be the functional on defined by , and for absolutely continuous probability measures and let … whe…
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A conjecture on the necessity of assumptions for large-time convergence rates
Consider the assumptions imposed in the paper to prove the tight asymptotic convergence rate for the Fisher–Rao gradient flow of the Kullback–Leibler divergence and the analogous r…
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A conjecture on asymptotic rates for Wasserstein–Fisher–Rao gradient flows
Let denote the Wasserstein–Fisher–Rao gradient flow of the Kullback–Leibler divergence, and let the relevant expansion refer to the explicit asy…
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Conjecture on removing initial-covariance dependence from convergence rates
The posterior distribution is strongly log-concave, and the convergence-rate constants for the Gaussian approximate gradient flow and Gaussian approximate…
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Uniform short-time Fisher-information bound for regularized Stein variational flows
Let , let be the stated class of flows, and for define the pushforward measure . For -regularized Stein F…
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Preservation of the log-Sobolev inequality along Langevin flow
Let denote the solution of the Langevin Fokker–Planck equation with initial density , and let the target density satisfy the log-Sobolev inequality (LSI). As…