Neuro-symbolic Artificial Intelligence The State Of The Art Pdf May 2026

Based on a synthesis of the above PDFs, the state of the art can be grouped into three dominant architectural patterns. Each has its own set of canonical papers (available as PDFs).

The very PDFs that define the state of the art also honestly list unsolved problems. As you read the latest surveys, pay attention to these frontiers: Based on a synthesis of the above PDFs,

Used heavily in video understanding and robotics. The system parses a video into a symbolic scene graph (neural perception) and then learns physics rules or causal relationships using symbolic solvers (symbolic reasoning). Used heavily in video understanding and robotics