This book constitutes the refereed proceedings of the Third International Workshop on Bridging Neurons and Symbols for NLP and Knowledge Graph Reasoning, NeusymBridge@AAAI 2026, held in conjunction with AAAI 2026, Singapore, on January 26, 2026.

This volume comprises 10 full papers: 6 papers selected from 45 submissions to the NeusymBridge@AAAI’26, 2 papers based on keynote presentations at NeusymBridge, and 2 invited papers from NeusymBridge sibling workshop. All 10 papers underwent a rigorous peer-review process. They reflect the diversity and vitality of current research at the intersection of neural and symbolic AI, addressing a broad spectrum of challenges and opportunities.