{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/marabou-2-0-a-versatile-formal-analyzer-of","title":"Marabou 2.0: A Versatile Formal Analyzer of Neural Networks","arxiv_id":"2401.14461","date":"2024-01-25","proceeding":null,"authors":["Haoze Wu","Omri Isac","Aleksandar Zeljić","Teruhiro Tagomori","Matthew Daggitt","Wen Kokke","Idan Refaeli","Guy Amir","Kyle Julian","Shahaf Bassan","Pei Huang","Ori Lahav","Min Wu","Min Zhang","Ekaterina Komendantskaya","Guy Katz","Clark Barrett"],"abstract":"This paper serves as a comprehensive system description of version 2.0 of the Marabou framework for formal analysis of neural networks. We discuss the tool's architectural design and highlight the major features and components introduced since its initial release.","url_abs":"https://arxiv.org/abs/2401.14461v2","url_pdf":"https://arxiv.org/pdf/2401.14461v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"marabou-2-0-a-versatile-formal-analyzer-of","repo_url":"https://github.com/NeuralNetworkVerification/Marabou","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"NOASSERTION"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/2401.14461","atlas_url":"https://app.syntology.ai/?focus=2401.14461","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2401.14461"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/NeuralNetworkVerification/Marabou","reach":{"status":"ok","spdx":"NOASSERTION"}}],"summary":{"ran":3,"unverified":5},"by_repo_kind":{"official":{"samples":8,"ran":3,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":8,"samples":[{"code_sha256_prefix":"5efbb9a4c8cc1ed7","entry":"analyze_process_result","repo":"NeuralNetworkVerification/Marabou","repo_kind":"official","path":"regress/run_regression.py","file_url":"https://github.com/NeuralNetworkVerification/Marabou/blob/HEAD/regress/run_regression.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"5efbb9a4c8cc1ed7"}},{"code_sha256_prefix":"0a9fdd8038722f0f","entry":"getBroadcastShape","repo":"NeuralNetworkVerification/Marabou","repo_kind":"official","path":"maraboupy/parsers/ONNXParser.py","file_url":"https://github.com/NeuralNetworkVerification/Marabou/blob/HEAD/maraboupy/parsers/ONNXParser.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"0a9fdd8038722f0f"}},{"code_sha256_prefix":"c54e4fe7293dfaa8","entry":"run_process","repo":"NeuralNetworkVerification/Marabou","repo_kind":"official","path":"regress/run_regression.py","file_url":"https://github.com/NeuralNetworkVerification/Marabou/blob/HEAD/regress/run_regression.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"c54e4fe7293dfaa8"}},{"code_sha256_prefix":"814eff5eb946b102","entry":"Var","repo":"NeuralNetworkVerification/Marabou","repo_kind":"official","path":"maraboupy/MarabouPythonic.py","file_url":"https://github.com/NeuralNetworkVerification/Marabou/blob/HEAD/maraboupy/MarabouPythonic.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"814eff5eb946b102"}},{"code_sha256_prefix":"f92f4439856f8e2b","entry":"load_query","repo":"NeuralNetworkVerification/Marabou","repo_kind":"official","path":"maraboupy/Marabou.py","file_url":"https://github.com/NeuralNetworkVerification/Marabou/blob/HEAD/maraboupy/Marabou.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"f92f4439856f8e2b"}},{"code_sha256_prefix":"13ac84a7ecb1b971","entry":"read_nnet","repo":"NeuralNetworkVerification/Marabou","repo_kind":"official","path":"maraboupy/Marabou.py","file_url":"https://github.com/NeuralNetworkVerification/Marabou/blob/HEAD/maraboupy/Marabou.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"13ac84a7ecb1b971"}},{"code_sha256_prefix":"9875e420d6a0ea53","entry":"read_onnx","repo":"NeuralNetworkVerification/Marabou","repo_kind":"official","path":"maraboupy/Marabou.py","file_url":"https://github.com/NeuralNetworkVerification/Marabou/blob/HEAD/maraboupy/Marabou.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"9875e420d6a0ea53"}},{"code_sha256_prefix":"07d23f220372004b","entry":"run_marabou","repo":"NeuralNetworkVerification/Marabou","repo_kind":"official","path":"regress/run_regression.py","file_url":"https://github.com/NeuralNetworkVerification/Marabou/blob/HEAD/regress/run_regression.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"07d23f220372004b"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}