Alessandra Mileo

Towards Scalable Non-Monotonic Stream Reasoning via Input Dependency Analysis

2017

Stream reasoning is an emerging research area focused on providing continuous reasoning solutions for data streams. The high expressiveness of non-monotonic reasoning enables complex decision making by managing defaults, commonsense, preferences, recursion, and non-determinism, but …

Towards Architecture-Agnostic Neural Transfer: a Knowledge-Enhanced Approach

2019

The ability to enhance deep representations with prior knowledge is receiving a lot of attention from the AI community as a key enabler to improve the way modern Artificial Neural Networks (ANN) learn. In this …