Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations

Emanuele Marconato, Stefano Teso, Andrea Passerini

Neuro-symbolic predictors learn a mapping from sub-symbolic inputs to higher-level concepts and then carry out (probabilistic) logical inference on this intermediate representation…