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Oleh Shliazhko

2 accepted papers

2022

Survey on Efficient Training of Large Neural Networks

IJCAI 2022poster

Modern Deep Neural Networks (DNNs) require significant memory to store weight, activations, and other intermediate tensors during training. Hence, many models don’t fit one GPU device or can be trained using only a small per-GPU batch size. This survey provides a systematic overview of the approache…

2020

PRANK: motion Prediction based on RANKing

NeurIPS 2020poster

Predicting the motion of agents such as pedestrians or human-driven vehicles is one of the most critical problems in the autonomous driving domain. The overall safety of driving and the comfort of a passenger directly depend on its successful solution. The motion prediction problem also remains one…

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