This Special Issue aims to collect state-of-the-art research findings on the latest developments, up-to-date issues, and challenges in the field of knowledge representation formalisms in support of Artificial Intelligence (AI) domains. Submissions should make significant methodological or application contributions to the AI community. Manuscripts can be submitted until the deadline and accepted papers will be published continuously in the journal.