2 papers
cs.AI2025
A Scalable Approach to Probabilistic Neuro-Symbolic Robustness Verification
Vasileios Manginas, Nikolaos Manginas, Edward Stevinson +4
Neuro-Symbolic Artificial Intelligence (NeSy AI) has emerged as a promising direction for integrating neural learning with symbolic reasoning. Typically, in the probabilistic varia…
cs.LO2025
LTL Verification of Memoryful Neural Agents
Mehran Hosseini, Alessio Lomuscio, Nicola Paoletti
We present a framework for verifying Memoryful Neural Multi-Agent Systems (MN-MAS) against full Linear Temporal Logic (LTL) specifications. In MN-MAS, agents interact with a non-de…