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0111 · Mar 201819922001200920172026
8 results for GAGA

Study reveals GAGA phenomenon in Poisson cohomology for plane structures with isolated singularities.

problem Understanding Poisson cohomology for plane structures with isolated singularities.
method Determined Gerstenhaber algebra structure over Poisson cohomology groups.
result GAGA type phenomenon observed in Poisson cohomology.

GAGA learns a warped metric for geometry-aware data generation and interpolation.

problem Challenges in generating data with meaningful geometry in high-dimensional datasets.
method Combines manifold learning with generative modeling to learn a warped Riemannian metric.
result GAGA improves trajectory inference by 30% in single-cell population-level data.

GAGA accelerates 3D molecular generation by replacing long trajectories with Gaussian approximations.

problem High computational cost of long generative trajectories in 3D molecular generation.
method GAGA identifies a characteristic step where molecular data becomes sufficiently Gaussian, replacing the trajectory with a Gaussian approximation.
result Significant improvement in both generation quality and computational efficiency.

Proposes GAGA algorithm for automatic hyperparameter learning in signal recovery.

problem Difficulty in selecting hyperparameters in traditional signal recovery methods.
method Global Adaptive Generative Adjustment (GAGA) algorithm for automatic hyperparameter learning and signal estimate.
result Consistency of model selection and signal estimate output.

FC-GAGA forecasts traffic using a novel gating mechanism.

problem Forecasting multivariate time-series, especially with graph relationships.
method Learnable fully connected hard graph gating mechanism for fully connected time-series forecasting.
result Competitive or better performance than existing algorithms without graph knowledge.

We prove that the uniformizing map of any arithmetic quotient, as well as the period map associated to any pure polarized Z\mathbb{Z}-variation of Hodge structure V\mathbb{V} on a smooth complex quasi-projective variety SS, are topologically tame. As an easy corollary of these results and of Peterzil-Starchenko's o-…

2018-03-26abs ↗pdf ↗