{"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/provable-defenses-against-adversarial","title":"Provable defenses against adversarial examples via the convex outer adversarial polytope","arxiv_id":"1711.00851","date":"2017-11-02","proceeding":"ICML 2018 7","authors":["Eric Wong","J. Zico Kolter"],"abstract":"We propose a method to learn deep ReLU-based classifiers that are provably\nrobust against norm-bounded adversarial perturbations on the training data. For\npreviously unseen examples, the approach is guaranteed to detect all\nadversarial examples, though it may flag some non-adversarial examples as well.\nThe basic idea is to consider a convex outer approximation of the set of\nactivations reachable through a norm-bounded perturbation, and we develop a\nrobust optimization procedure that minimizes the worst case loss over this\nouter region (via a linear program). Crucially, we show that the dual problem\nto this linear program can be represented itself as a deep network similar to\nthe backpropagation network, leading to very efficient optimization approaches\nthat produce guaranteed bounds on the robust loss. The end result is that by\nexecuting a few more forward and backward passes through a slightly modified\nversion of the original network (though possibly with much larger batch sizes),\nwe can learn a classifier that is provably robust to any norm-bounded\nadversarial attack. We illustrate the approach on a number of tasks to train\nclassifiers with robust adversarial guarantees (e.g. for MNIST, we produce a\nconvolutional classifier that provably has less than 5.8% test error for any\nadversarial attack with bounded $\\ell_\\infty$ norm less than $\\epsilon = 0.1$),\nand code for all experiments in the paper is available at\nhttps://github.com/locuslab/convex_adversarial.","url_abs":"http://arxiv.org/abs/1711.00851v3","url_pdf":"http://arxiv.org/pdf/1711.00851v3.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":"provable-defenses-against-adversarial","repo_url":"https://github.com/locuslab/convex_adversarial","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"provable-defenses-against-adversarial","repo_url":"https://github.com/Hadisalman/robust-verify-benchmark","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"provable-defenses-against-adversarial","repo_url":"https://github.com/UnofficialJuliaMirrorSnapshots/MIPVerify.jl-e5e5f8be-2a6a-5994-adbb-5afbd0e30425","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"provable-defenses-against-adversarial","repo_url":"https://github.com/ermongroup/generative_adversary","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"provable-defenses-against-adversarial","repo_url":"https://github.com/fra31/mmr-universal","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"provable-defenses-against-adversarial","repo_url":"https://github.com/huanzhang12/CROWN-Robustness-Certification","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"provable-defenses-against-adversarial","repo_url":"https://github.com/rtoth11/NNAdversary-MIPVerify","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}},{"paper_slug":"provable-defenses-against-adversarial","repo_url":"https://github.com/vtjeng/MIPVerify.jl","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"unanswered"}}],"tasks":[{"task_slug":"adversarial-attack","task_name":"Adversarial Attack"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/1711.00851","atlas_url":"https://app.syntology.ai/?focus=1711.00851","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1711.00851"}},"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/Hadisalman/robust-verify-benchmark","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/rtoth11/NNAdversary-MIPVerify","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/vtjeng/MIPVerify.jl","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ermongroup/generative_adversary","reach":null},{"provenance":"deterministic:regex_extraction","url":"https://github.com/locuslab/convex_adversarial","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/fra31/mmr-universal","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/UnofficialJuliaMirrorSnapshots/MIPVerify.jl-e5e5f8be-2a6a-5994-adbb-5afbd0e30425","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/huanzhang12/CROWN-Robustness-Certification","reach":null}],"summary":{"ran":17,"ran_draft_wrong":1,"ran_honours":1,"ran_fixture":1,"ran_violates":1,"unverified":23},"by_repo_kind":{"official":{"samples":6,"ran":4,"repositories":1},"listed":{"samples":38,"ran":17,"repositories":4}},"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":2,"samples":[{"code_sha256_prefix":"9634a2860dbe32ed","entry":"Conv2dUntiedBias","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9634a2860dbe32ed"}},{"code_sha256_prefix":"a465ad16a8510751","entry":"DualLinear","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a465ad16a8510751"}},{"code_sha256_prefix":"4d488a7c833e637b","entry":"DualReLU","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"4d488a7c833e637b"}},{"code_sha256_prefix":"733e1d54c3d21ea9","entry":"DualReLUProj","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"733e1d54c3d21ea9"}},{"code_sha256_prefix":"a721c225e4045355","entry":"DualReLUProj","repo":"Hadisalman/robust-verify-benchmark","repo_kind":"listed","path":"wong_kolter/dual_network.py","file_url":"https://github.com/Hadisalman/robust-verify-benchmark/blob/HEAD/wong_kolter/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a721c225e4045355"}},{"code_sha256_prefix":"d1e8d479da8d224c","entry":"DualReshape","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d1e8d479da8d224c"}},{"code_sha256_prefix":"15451c00600189d1","entry":"Identity","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"15451c00600189d1"}},{"code_sha256_prefix":"7b3dd3557f3b683e","entry":"InfBall","repo":"Hadisalman/robust-verify-benchmark","repo_kind":"listed","path":"wong_kolter/dual_network.py","file_url":"https://github.com/Hadisalman/robust-verify-benchmark/blob/HEAD/wong_kolter/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7b3dd3557f3b683e"}},{"code_sha256_prefix":"a31183fb505bf309","entry":"InfBall","repo":"locuslab/convex_adversarial","repo_kind":"official","path":"convex_adversarial/dual_network.py","file_url":"https://github.com/locuslab/convex_adversarial/blob/HEAD/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"a31183fb505bf309"}},{"code_sha256_prefix":"0607bcee1940ecc6","entry":"InfBallBounded","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0607bcee1940ecc6"}},{"code_sha256_prefix":"37ea0914d3143c9f","entry":"InfBallBounded","repo":"locuslab/convex_adversarial","repo_kind":"official","path":"convex_adversarial/dual_network.py","file_url":"https://github.com/locuslab/convex_adversarial/blob/HEAD/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"37ea0914d3143c9f"}},{"code_sha256_prefix":"d0f7cdcc96ab6561","entry":"InfBallProj","repo":"Hadisalman/robust-verify-benchmark","repo_kind":"listed","path":"wong_kolter/dual_network.py","file_url":"https://github.com/Hadisalman/robust-verify-benchmark/blob/HEAD/wong_kolter/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d0f7cdcc96ab6561"}},{"code_sha256_prefix":"49cb906dccd76915","entry":"InfBallProj","repo":"locuslab/convex_adversarial","repo_kind":"official","path":"convex_adversarial/dual_network.py","file_url":"https://github.com/locuslab/convex_adversarial/blob/HEAD/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"49cb906dccd76915"}},{"code_sha256_prefix":"9568161abd5fcecf","entry":"InfBallProjBounded","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9568161abd5fcecf"}},{"code_sha256_prefix":"341ef71271a4cbef","entry":"InfBallProjBounded","repo":"Hadisalman/robust-verify-benchmark","repo_kind":"listed","path":"wong_kolter/dual_network.py","file_url":"https://github.com/Hadisalman/robust-verify-benchmark/blob/HEAD/wong_kolter/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"341ef71271a4cbef"}},{"code_sha256_prefix":"5a79e42b5ecc22cd","entry":"InfBallProjBounded","repo":"locuslab/convex_adversarial","repo_kind":"official","path":"convex_adversarial/dual_network.py","file_url":"https://github.com/locuslab/convex_adversarial/blob/HEAD/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5a79e42b5ecc22cd"}},{"code_sha256_prefix":"006a937f9cba3174","entry":"L2Ball","repo":"Hadisalman/robust-verify-benchmark","repo_kind":"listed","path":"wong_kolter/dual_network.py","file_url":"https://github.com/Hadisalman/robust-verify-benchmark/blob/HEAD/wong_kolter/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"006a937f9cba3174"}},{"code_sha256_prefix":"778274b3fb463e7e","entry":"batch","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"778274b3fb463e7e"}},{"code_sha256_prefix":"2a4b1b5d869483b9","entry":"full_bias","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"2a4b1b5d869483b9"}},{"code_sha256_prefix":"728154bbcd429f2b","entry":"get_layer_bound_relax_adaptive_matrix_huan_optimized","repo":"huanzhang12/CROWN-Robustness-Certification","repo_kind":"listed","path":"get_bounds_ours.py","file_url":"https://github.com/huanzhang12/CROWN-Robustness-Certification/blob/HEAD/get_bounds_ours.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"728154bbcd429f2b"}},{"code_sha256_prefix":"9efb427bc4cdf3df","entry":"unbatch","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9efb427bc4cdf3df"}},{"code_sha256_prefix":"f301dfa41009abd3","entry":"AditiMNIST","repo":"ermongroup/generative_adversary","repo_kind":"listed","path":"models/aditi_mnist.py","file_url":"https://github.com/ermongroup/generative_adversary/blob/HEAD/models/aditi_mnist.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"GPL-3.0","inline_ok":false,"mcp_get_code":{"code_sha256":"f301dfa41009abd3"}},{"code_sha256_prefix":"bc7271d7a6811f02","entry":"Dense","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"bc7271d7a6811f02"}},{"code_sha256_prefix":"18133b07da9a458e","entry":"DenseSequential","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"18133b07da9a458e"}},{"code_sha256_prefix":"c52d8aff384b08a4","entry":"DualBatchNorm2d","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c52d8aff384b08a4"}},{"code_sha256_prefix":"b23673a5bc8ae4a6","entry":"DualConv2d","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b23673a5bc8ae4a6"}},{"code_sha256_prefix":"3d025a7e72e695af","entry":"DualConv2d","repo":"Hadisalman/robust-verify-benchmark","repo_kind":"listed","path":"wong_kolter/dual_network.py","file_url":"https://github.com/Hadisalman/robust-verify-benchmark/blob/HEAD/wong_kolter/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3d025a7e72e695af"}},{"code_sha256_prefix":"d11e9d2b6bc1c8a7","entry":"DualDense","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d11e9d2b6bc1c8a7"}},{"code_sha256_prefix":"5428007ec654a464","entry":"DualDense","repo":"Hadisalman/robust-verify-benchmark","repo_kind":"listed","path":"wong_kolter/dual_network.py","file_url":"https://github.com/Hadisalman/robust-verify-benchmark/blob/HEAD/wong_kolter/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5428007ec654a464"}},{"code_sha256_prefix":"46dfb83f015faad4","entry":"DualLayer","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"46dfb83f015faad4"}},{"code_sha256_prefix":"2f26c3676bd1d6ca","entry":"DualNetwork","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"2f26c3676bd1d6ca"}},{"code_sha256_prefix":"d09a9fa8766395b6","entry":"DualNetwork","repo":"Hadisalman/robust-verify-benchmark","repo_kind":"listed","path":"wong_kolter/dual_network.py","file_url":"https://github.com/Hadisalman/robust-verify-benchmark/blob/HEAD/wong_kolter/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"d09a9fa8766395b6"}},{"code_sha256_prefix":"34e633f7b59f06cd","entry":"DualNetwork","repo":"locuslab/convex_adversarial","repo_kind":"official","path":"convex_adversarial/dual_network.py","file_url":"https://github.com/locuslab/convex_adversarial/blob/HEAD/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"34e633f7b59f06cd"}},{"code_sha256_prefix":"7e8fbd57df2c528e","entry":"DualObject","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"7e8fbd57df2c528e"}},{"code_sha256_prefix":"0b1a6f38f8307d1f","entry":"InfBall","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"0b1a6f38f8307d1f"}},{"code_sha256_prefix":"edc9bd1055691c58","entry":"InfBallProj","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"edc9bd1055691c58"}},{"code_sha256_prefix":"610e37ee41f7c916","entry":"L2BallProj","repo":"Hadisalman/robust-verify-benchmark","repo_kind":"listed","path":"wong_kolter/dual_network.py","file_url":"https://github.com/Hadisalman/robust-verify-benchmark/blob/HEAD/wong_kolter/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"610e37ee41f7c916"}},{"code_sha256_prefix":"26c63c3b5b5c6239","entry":"conv2d","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"26c63c3b5b5c6239"}},{"code_sha256_prefix":"73dd3a4a0039021b","entry":"conv_transpose2d","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"73dd3a4a0039021b"}},{"code_sha256_prefix":"4fb58a8213bd4638","entry":"select_input","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"4fb58a8213bd4638"}},{"code_sha256_prefix":"935601b807dbd64e","entry":"select_input","repo":"Hadisalman/robust-verify-benchmark","repo_kind":"listed","path":"wong_kolter/dual_network.py","file_url":"https://github.com/Hadisalman/robust-verify-benchmark/blob/HEAD/wong_kolter/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"935601b807dbd64e"}},{"code_sha256_prefix":"5187a83994dc73d4","entry":"select_input","repo":"locuslab/convex_adversarial","repo_kind":"official","path":"convex_adversarial/dual_network.py","file_url":"https://github.com/locuslab/convex_adversarial/blob/HEAD/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"5187a83994dc73d4"}},{"code_sha256_prefix":"822d6e0702879c11","entry":"select_layer","repo":"fra31/mmr-universal","repo_kind":"listed","path":"kolter_wong/convex_adversarial/dual_network.py","file_url":"https://github.com/fra31/mmr-universal/blob/HEAD/kolter_wong/convex_adversarial/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"822d6e0702879c11"}},{"code_sha256_prefix":"96d6186dbe64fc7e","entry":"select_layer","repo":"Hadisalman/robust-verify-benchmark","repo_kind":"listed","path":"wong_kolter/dual_network.py","file_url":"https://github.com/Hadisalman/robust-verify-benchmark/blob/HEAD/wong_kolter/dual_network.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"96d6186dbe64fc7e"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}