Daniel Vašata

Investigation into the Training Dynamics of Learned Optimizers

2023 · arXiv (Cornell University)

Optimization is an integral part of modern deep learning. Recently, the concept of learned optimizers has emerged as a way to accelerate this optimization process by replacing traditional, hand-crafted algorithms with meta-learned functions. Despite the …

Advanced similarity metrics for IP flow data analytics

2026 · Computer Networks

Machine learning techniques provide powerful tools for analysis of encrypted network traffic. We present a novel set of features and a distance measure suitable for a wide variety of distance-based machine learning techniques useful in …