Feb06
Certifiably Robust Learning via Knowledge-Enabled Logical Reasoning
Banatao Auditorium Sutardja Dai Hall
- Bo Li, Assistant Professor, University of Illinois at Urbana–Champaign
- Electrical Engineering and Computer Sciences (EECS)
Abstract: As intelligent systems become more pervasive, ensuring their trustworthiness is of paramount importance. Traditional machine learning approaches often assume that the training and test data follow similar distributions, neglecting the possibility of adversaries manipulating either distribution or natural distribution shifts, which can lead to severe trustworthiness issues in machine...