# Developing Multi-Agent Systems with Degrees of Neuro-Symbolic Integration [A Position Paper]

arXiv: https://arxiv.org/abs/2305.11534 · HTML: https://mlsanity.com/paper/2305.11534/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 19 May 2023.

## Built on by (most cited first, 1 of 1)

- [Solving Satisfiability Modulo Counting Exactly with Probabilistic Circuits](https://mlsanity.com/paper/2503.01009/) (2025)

## Abstract (arXiv)

In this short position paper we highlight our ongoing work on verifiable heterogeneous multi-agent systems and, in particular, the complex (and often non-functional) issues that impact the choice of structure within each agent.