Search Results for author: Nina Lukashina

Found 4 papers, 3 papers with code

Solving Traffic4Cast Competition with U-Net and Temporal Domain Adaptation

1 code implementation5 Nov 2021 Vsevolod Konyakhin, Nina Lukashina, Aleksei Shpilman

In this technical report, we present our solution to the Traffic4Cast 2021 Core Challenge, in which participants were asked to develop algorithms for predicting a traffic state 60 minutes ahead, based on the information from the previous hour, in 4 different cities.

Domain Adaptation

Structure-Aware E(3)-Invariant Molecular Conformer Aggregation Networks

no code implementations3 Feb 2024 Duy M. H. Nguyen, Nina Lukashina, Tai Nguyen, An T. Le, TrungTin Nguyen, Nhat Ho, Jan Peters, Daniel Sonntag, Viktor Zaverkin, Mathias Niepert

Contrary to prior work, we propose a novel 2D--3D aggregation mechanism based on a differentiable solver for the \emph{Fused Gromov-Wasserstein Barycenter} problem and the use of an efficient online conformer generation method based on distance geometry.

Molecular Property Prediction Property Prediction

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