IID Relaxation by Logical Expressivity: A Research Agenda for Fitting Logics to Neurosymbolic Requirements

MC Stol, A Mileo - International Conference on Neural-Symbolic Learning …, 2024 - Springer
Neurosymbolic background knowledge and the expressivity required of its logic can break
Machine Learning assumptions about data Independence and Identical Distribution. In this …

[PDF][PDF] Benchmarking Neuro-Symbolic Reasoners: Existing Challenges and A Way Forward

G Singh, R Tommasini, S Bhatia, R Mutharaju - neurosymbolic-ai-journal.com
Neuro-Symbolic approaches bring together symbolic logic and neural network-based
machine learning. This has the potential to build robust reasoning systems. However, the …

[PDF][PDF] Benchmarking Neuro-Symbolic Description Logic Reasoners: Existing Challenges and A Way Forward

G Singh, R Tommasini, S Bhatia, R Mutharaju - neurosymbolic-ai-journal.com
Recently, there has been significant progress in the development of robust and highly
scalable neuro-symbolic description logic reasoners. However, the field faces challenges …