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07/31/2023
Moreau-Yoshida Variational Transport: A General Framework For Solving Regularized Distributional Optimization Problems
We consider a general optimization problem of minimizing a composite obj...
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08/01/2022
A Particle-Based Algorithm for Distributional Optimization on Constrained Domains via Variational Transport and Mirror Descent
We consider the optimization problem of minimizing an objective function...
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03/09/2022
On a linear fused Gromov-Wasserstein distance for graph structured data
We present a framework for embedding graph structured data into a vector...
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06/12/2021
SIMPLE: Sparse Interaction Model over Peaks of moLEcules for fast, interpretable metabolite identification from tandem mass spectra
Motivation: Recent success in metabolite identification from tandem mass...
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06/12/2021
ADAPTIVE: leArning DAta-dePendenT, concIse molecular VEctors for fast, accurate metabolite identification from tandem mass spectra
Motivation: Metabolite identification is an important task in metabolomi...
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06/08/2021
Learning subtree pattern importance for Weisfeiler-Lehmanbased graph kernels
Graph is an usual representation of relational data, which are ubiquitou...
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06/07/2021