Optimizing throughput of Seq2Seq model training on the IPU platform for AI-accelerated CFD simulations

P Rościszewski, A Krzywaniak, S Iserte, K Rojek… - Future Generation …, 2023 - Elsevier
Abstract Intelligence Processing Units (IPU) have proven useful for many AI applications. In
this paper, we evaluate them within the emerging field of AI for simulation, where traditional …

Transferability of Evasion Attacks in Machine Learning Models

M Gunasekaran - 2023 Annual International Conference on …, 2023 - ieeexplore.ieee.org
Natural language processing to computer vision is among the many applications of machine
learning. Adversarial examples can cause models to misclassify inputs, despite the fact …

Optimization of hybrid parallel application execution in heterogeneous high performance computing systems considering execution time and power consumption

P Rościszewski - arXiv preprint arXiv:1809.07611, 2018 - arxiv.org
Many important computational problems require utilization of high performance computing
(HPC) systems that consist of multi-level structures combining higher and higher numbers of …