Viktor K. Prasanna
3 papers in the PaperMetrix corpus
Papers by this author
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Accelerating Decision Tree Based Traffic Classification on FPGA and Multicore Platforms
2017 · IEEE Transactions on Parallel and Distributed Systems
Machine learning (ML) algorithms have been shown to be effective in classifying a broad range of applications in the Internet traffic. In this paper, we propose algorithms and architectures to realize online traffic classification using …
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HitGNN: High-throughput GNN Training Framework on CPU+Multi-FPGA Heterogeneous Platform
2023 · arXiv (Cornell University)
As the size of real-world graphs increases, training Graph Neural Networks (GNNs) has become time-consuming and requires acceleration. While previous works have demonstrated the potential of utilizing FPGA for accelerating GNN training, few works have …
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Uncertainty-Aware SAR ATR: Defending Against Adversarial Attacks via Bayesian Neural Networks
2024 · arXiv (Cornell University)
Adversarial attacks have demonstrated the vulnerability of Machine Learning (ML) image classifiers in Synthetic Aperture Radar (SAR) Automatic Target Recognition (ATR) systems. An adversarial attack can deceive the classifier into making incorrect predictions by perturbing …