Title: SAT-Based Invariant Inference and Its Relation to Concept Learning
When: Monday, 17 April 2023 at 1900 hrs (IST)
Abstract:
In recent years SAT-based invariant inference algorithms such
as interpolation-based model checking and PDR/IC3 have proven
to be extremely successful in practice. However, the essence
of their practical success and their performance guarantees
are far less understood. This talk surveys results that
establish formal connections and distinctions between
SAT-based invariant inference and exact concept learning with
queries, showing that learning techniques and algorithms can
clarify foundational questions, illuminate existing
algorithms, and suggest new directions for efficient invariant
inference.