Marabou vs NNV

Both cited pages are research verifiers that name ACAS Xu. Marabou is an SMT-based verifier (ONNX, VNNLIB, maraboupy). NNV is a MATLAB toolbox using Star sets and zonotopes. Not a certification.

Built only from the cited fields already on Marabou and NNV (Neural Network Verification Toolbox). Not a ranking, certification or recommendation. Public summary columns stay on this page. Quoted evidence, who-it-is-for, deployment, caveats and coverage-cell quotes are Pro.

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Side-by-side comparison of Marabou and NNV (Neural Network Verification Toolbox) from cited public listing fields
Field MarabouNNV (Neural Network Verification Toolbox)
Vendor / publisher Neural Network Verification project (Stanford and collaborators) VeriVITAL, Vanderbilt University
Type Open source · AI assurance & verification Open source · AI assurance & verification
Official site https://github.com/NeuralNetworkVerification/Marabou https://verivital.github.io/nnv/
Industries (cited page) Aerospace & aviation Aerospace & aviation
Frameworks named on cited source None tagged None tagged
Open source (OSI license on official repo) Open source · BSD-3-Clause Not an OSI-licensed official repo on this listing
Summary (from listing) SMT-based neural-network verifier (Marabou 2.0). ONNX main format; also .nnet, TensorFlow and VNNLIB. pip install maraboupy (Python 3.8–3.11). Default: DeepPoly bound tightening and DeepSoI. Optional Gurobi, parallelism and Split-and-Conquer. ACAS Xu example. Research product. MATLAB toolbox for set-based neural-network verification using Star sets and zonotopes. 10+ architectures and 48 layer types; ONNX and VNNLIB. Official aerospace domain and all 45 ACAS Xu networks. AFOSR, DARPA and NSF.
Last verified 2026-10-14 2026-10-14
Cited coverage (counts only) No cited coverage cells in this bundle No cited coverage cells in this bundle
Analyst assessments (counts only) Analyst assessment: 1 NIST AI RMF function or subcategory — see which with Pro Analyst assessment: 1 NIST AI RMF function or subcategory — see which with Pro

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Questions

Do both tools name the ACAS Xu benchmark?

Yes. The Marabou GitHub page names an ACAS Xu example. The NNV page names all 45 ACAS Xu networks and an official aerospace domain.

Are these commercial airborne-software products?

No. Both listings are open-source research verifiers. Marabou is described as a research product. NNV names AFOSR, DARPA and NSF support.

Why are neither tagged to DO-178C on this page?

The cited project pages used for these listings do not name DO-178C, so that framework is not tagged. Absence of a tag is not a finding that the tool cannot be used on a project.