Ashwinkumar Ganesan

Learning with Holographic Reduced Representations

2021 · arXiv (Cornell University)

Holographic Reduced Representations (HRR) are a method for performing symbolic AI on top of real-valued vectors by associating each vector with an abstract concept, and providing mathematical operations to manipulate vectors as if they were …

Early Detection of Cybersecurity Threats Using Collaborative Cognition

2018

The early detection of cybersecurity events such as attacks is challenging given the constantly evolving threat landscape. Even with advanced monitoring, sophisticated attackers can spend more than 100 days in a system before being detected. …