arxivcs.LGcs.AIcs.ARcs.DCcs.PFstat.CO2026-07-24
Optimizing Transformer Neural Network for Real-Time Outlier Detection on FPGAs
Ilia Sobakinskikh, Paul Alexander Bilokon
In this work, we explore how the inference time of a Transformer Neural Network can be efficiently optimized with applications to real-time anomaly detection in financial time series. The financial time series are price series such as asset prices. Unfortunately, the data is ofte…