19th International Conference on Neurosymbolic Learning and Reasoning

The 19th International Conference on Neurosymbolic Learning and Reasoning (NeSy 2025) is a dedicated forum for research that combines neural learning — the statistical pattern-matching power of deep networks — with symbolic reasoning — the logical, structured, and interpretable representations of classical AI. Topics include neural theorem proving, differentiable programming for symbolic systems, knowledge graph-augmented learning, program synthesis from examples, and hybrid architectures that apply learned perceptual modules to structured reasoning tasks.

NeSy attracts AI researchers, machine learning scientists, and logicians who believe that neither pure deep learning nor pure symbolic AI is sufficient for human-level intelligence, and that their integration is the key challenge of contemporary AI research. The conference provides a focused community for researchers working on this integration at a time when large language models have demonstrated impressive capabilities alongside clear limitations in systematic reasoning.