Tanvir Saiful Islam

Sub-Millisecond Contrastive Embedding Shields for Safeguarding Automated Pricing Engines Against High-Frequency Order Book Spoofing

2026 · Zenodo (CERN European Organization for Nuclear Research)

Abstract—Modern electronic exchanges rely heavily on deep sequence learning networks to predict microsecond price velocity and manage localized inventory distribution. However, these unprotected deep-learning engines remain highly vulnerable to adversarial data-poisoning attacks, such as localized …