{"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/plug-play-attacks-towards-robust-and-flexible","title":"Plug & Play Attacks: Towards Robust and Flexible Model Inversion Attacks","arxiv_id":"2201.12179","date":"2022-01-28","proceeding":null,"authors":["Lukas Struppek","Dominik Hintersdorf","Antonio De Almeida Correia","Antonia Adler","Kristian Kersting"],"abstract":"Model inversion attacks (MIAs) aim to create synthetic images that reflect the class-wise characteristics from a target classifier's private training data by exploiting the model's learned knowledge. Previous research has developed generative MIAs that use generative adversarial networks (GANs) as image priors tailored to a specific target model. This makes the attacks time- and resource-consuming, inflexible, and susceptible to distributional shifts between datasets. To overcome these drawbacks, we present Plug & Play Attacks, which relax the dependency between the target model and image prior, and enable the use of a single GAN to attack a wide range of targets, requiring only minor adjustments to the attack. Moreover, we show that powerful MIAs are possible even with publicly available pre-trained GANs and under strong distributional shifts, for which previous approaches fail to produce meaningful results. Our extensive evaluation confirms the improved robustness and flexibility of Plug & Play Attacks and their ability to create high-quality images revealing sensitive class characteristics.","url_abs":"https://arxiv.org/abs/2201.12179v4","url_pdf":"https://arxiv.org/pdf/2201.12179v4.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":"plug-play-attacks-towards-robust-and-flexible","repo_url":"https://github.com/LukasStruppek/Plug-and-Play-Attacks","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"plug-play-attacks-towards-robust-and-flexible","repo_url":"https://github.com/ffhibnese/model-inversion-attack-toolbox","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"plug-play-attacks-towards-robust-and-flexible","repo_url":"https://github.com/lukasstruppek/class_attribute_inference_attacks","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2201.12179","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2201.12179"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+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":"deterministic:regex_extraction","url":"https://github.com/ajbrock/BigGAN-PyTorch","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"deterministic:regex_extraction","url":"https://github.com/wangkua1/vmi","reach":null},{"provenance":"deterministic:regex_extraction","url":"https://github.com/LukasStruppek/Plug-and-Play-Attacks","reach":null},{"provenance":"deterministic:regex_extraction","url":"https://github.com/timesler/facenet-pytorch","reach":null},{"provenance":"deterministic:regex_extraction","url":"https://github.com/NVlabs/stylegan2-ada-pytorch","reach":null},{"provenance":"deterministic:regex_extraction","url":"https://github.com/AI-secure/GMI-Attack","reach":null},{"provenance":"deterministic:regex_extraction","url":"https://github.com/SCccc21/Knowledge-Enriched-DMI","reach":null},{"provenance":"deterministic:regex_extraction","url":"https://github.com/NVlabs/ffhq-dataset","reach":{"status":"ok","spdx":"NOASSERTION"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/lukasstruppek/class_attribute_inference_attacks","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ffhibnese/model-inversion-attack-toolbox","reach":{"status":"ok"}}],"summary":{"ran":7,"ran_draft_wrong":8,"ran_violates":1,"unverified":20},"by_repo_kind":{"official":{"samples":4,"ran":3,"repositories":1},"listed":{"samples":1,"ran":1,"repositories":1},"found_in_text":{"samples":31,"ran":12,"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":5,"samples":[{"code_sha256_prefix":"390270b249117165","entry":"ContextNetwork","repo":"AI-secure/GMI-Attack","repo_kind":"found_in_text","path":"Celeba/generator.py","file_url":"https://github.com/AI-secure/GMI-Attack/blob/HEAD/Celeba/generator.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"390270b249117165"}},{"code_sha256_prefix":"85eb95cce203dfc7","entry":"D_arch","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"BigGAN.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/BigGAN.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"85eb95cce203dfc7"}},{"code_sha256_prefix":"e8c308c9283407d7","entry":"G_arch","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"BigGAN.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/BigGAN.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e8c308c9283407d7"}},{"code_sha256_prefix":"29f3f93ece1d2af8","entry":"IdentityGenerator","repo":"AI-secure/GMI-Attack","repo_kind":"found_in_text","path":"Celeba/generator.py","file_url":"https://github.com/AI-secure/GMI-Attack/blob/HEAD/Celeba/generator.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"29f3f93ece1d2af8"}},{"code_sha256_prefix":"3a4c1d8b783d177b","entry":"MineGAN","repo":"wangkua1/vmi","repo_kind":"found_in_text","path":"attack_stylegan.py","file_url":"https://github.com/wangkua1/vmi/blob/HEAD/attack_stylegan.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"3a4c1d8b783d177b"}},{"code_sha256_prefix":"b4f439c13b63055d","entry":"create_image","repo":"lukasstruppek/class_attribute_inference_attacks","repo_kind":"listed","path":"attack_ppa.py","file_url":"https://github.com/lukasstruppek/class_attribute_inference_attacks/blob/HEAD/attack_ppa.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"b4f439c13b63055d"}},{"code_sha256_prefix":"fa4ee3a3e0b099a5","entry":"create_initial_vectors","repo":"lukasstruppek/plug-and-play-attacks","repo_kind":"official","path":"attack.py","file_url":"https://github.com/lukasstruppek/plug-and-play-attacks/blob/HEAD/attack.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"fa4ee3a3e0b099a5"}},{"code_sha256_prefix":"17b094c69aebe5ed","entry":"dconv_bn_relu","repo":"AI-secure/GMI-Attack","repo_kind":"found_in_text","path":"Celeba/generator.py","file_url":"https://github.com/AI-secure/GMI-Attack/blob/HEAD/Celeba/generator.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"17b094c69aebe5ed"}},{"code_sha256_prefix":"52d10a10fb72fb9f","entry":"find_classes","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"datasets.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/datasets.py","link_basis":"harvester_set","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":"52d10a10fb72fb9f"}},{"code_sha256_prefix":"d8f4bcdc2662ccd8","entry":"get_deprocessor","repo":"SCccc21/Knowledge-Enriched-DMI","repo_kind":"found_in_text","path":"attack.py","file_url":"https://github.com/SCccc21/Knowledge-Enriched-DMI/blob/HEAD/attack.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":"d8f4bcdc2662ccd8"}},{"code_sha256_prefix":"c41836f3e51fa8f1","entry":"gram_schmidt","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"layers.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/layers.py","link_basis":"harvester_set","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c41836f3e51fa8f1"}},{"code_sha256_prefix":"4e6a8faaf8e44abe","entry":"is_image_file","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"datasets.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/datasets.py","link_basis":"harvester_set","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":"4e6a8faaf8e44abe"}},{"code_sha256_prefix":"9b11458d7d1ec61c","entry":"l2normalize","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"TFHub/biggan_v1.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/TFHub/biggan_v1.py","link_basis":"harvester_set","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9b11458d7d1ec61c"}},{"code_sha256_prefix":"79e61b6269a450e8","entry":"make_dataset","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"datasets.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/datasets.py","link_basis":"harvester_set","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":"79e61b6269a450e8"}},{"code_sha256_prefix":"9eeaa864194d2b12","entry":"poincare_loss","repo":"LukasStruppek/Plug-and-Play-Attacks","repo_kind":"official","path":"attacks/optimize.py","file_url":"https://github.com/LukasStruppek/Plug-and-Play-Attacks/blob/HEAD/attacks/optimize.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9eeaa864194d2b12"}},{"code_sha256_prefix":"410e110382621c40","entry":"write_precision_list","repo":"lukasstruppek/plug-and-play-attacks","repo_kind":"official","path":"attack.py","file_url":"https://github.com/lukasstruppek/plug-and-play-attacks/blob/HEAD/attack.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"410e110382621c40"}},{"code_sha256_prefix":"a99a05ac52533be9","entry":"D_arch","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"BigGANdeep.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/BigGANdeep.py","link_basis":"harvester_set","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":"a99a05ac52533be9"}},{"code_sha256_prefix":"44d6a6343f6eb182","entry":"G_arch","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"BigGANdeep.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/BigGANdeep.py","link_basis":"harvester_set","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":"44d6a6343f6eb182"}},{"code_sha256_prefix":"3b56f1895629495e","entry":"InversionNet","repo":"AI-secure/GMI-Attack","repo_kind":"found_in_text","path":"Celeba/generator.py","file_url":"https://github.com/AI-secure/GMI-Attack/blob/HEAD/Celeba/generator.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"3b56f1895629495e"}},{"code_sha256_prefix":"c29018fcd5fb7cfa","entry":"Optimization","repo":"LukasStruppek/Plug-and-Play-Attacks","repo_kind":"official","path":"attacks/optimize.py","file_url":"https://github.com/LukasStruppek/Plug-and-Play-Attacks/blob/HEAD/attacks/optimize.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":"c29018fcd5fb7cfa"}},{"code_sha256_prefix":"6e16337c88174e00","entry":"denorm","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"TFHub/biggan_v1.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/TFHub/biggan_v1.py","link_basis":"harvester_set","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":"6e16337c88174e00"}},{"code_sha256_prefix":"ef6717b52bd16215","entry":"dist_inversion","repo":"SCccc21/Knowledge-Enriched-DMI","repo_kind":"found_in_text","path":"attack.py","file_url":"https://github.com/SCccc21/Knowledge-Enriched-DMI/blob/HEAD/attack.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":"ef6717b52bd16215"}},{"code_sha256_prefix":"265774c3878176e5","entry":"log_sum_exp","repo":"SCccc21/Knowledge-Enriched-DMI","repo_kind":"found_in_text","path":"attack.py","file_url":"https://github.com/SCccc21/Knowledge-Enriched-DMI/blob/HEAD/attack.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":"265774c3878176e5"}},{"code_sha256_prefix":"982a26492dc6b7fb","entry":"loss_dcgan_dis","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"losses.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/losses.py","link_basis":"harvester_set","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":"982a26492dc6b7fb"}},{"code_sha256_prefix":"6c34831223553b6f","entry":"loss_dcgan_gen","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"losses.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/losses.py","link_basis":"harvester_set","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":"6c34831223553b6f"}},{"code_sha256_prefix":"290cd37ab0098d5c","entry":"loss_hinge_dis","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"losses.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/losses.py","link_basis":"harvester_set","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":"290cd37ab0098d5c"}},{"code_sha256_prefix":"dece9a6e3aff80cf","entry":"low2high","repo":"SCccc21/Knowledge-Enriched-DMI","repo_kind":"found_in_text","path":"attack.py","file_url":"https://github.com/SCccc21/Knowledge-Enriched-DMI/blob/HEAD/attack.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":"dece9a6e3aff80cf"}},{"code_sha256_prefix":"54af0200eab3163f","entry":"numpy_calculate_frechet_distance","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"inception_utils.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/inception_utils.py","link_basis":"harvester_set","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":"54af0200eab3163f"}},{"code_sha256_prefix":"28d3a35157f2916d","entry":"power_iteration","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"layers.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/layers.py","link_basis":"harvester_set","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":"28d3a35157f2916d"}},{"code_sha256_prefix":"4015ab1f3ab9b881","entry":"proj","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"layers.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/layers.py","link_basis":"harvester_set","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":"4015ab1f3ab9b881"}},{"code_sha256_prefix":"3c7bb63b7354af4f","entry":"reparameterize","repo":"SCccc21/Knowledge-Enriched-DMI","repo_kind":"found_in_text","path":"attack.py","file_url":"https://github.com/SCccc21/Knowledge-Enriched-DMI/blob/HEAD/attack.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":"3c7bb63b7354af4f"}},{"code_sha256_prefix":"ac122c2c1495ce94","entry":"run","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"inception_tf13.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/inception_tf13.py","link_basis":"harvester_set","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":"ac122c2c1495ce94"}},{"code_sha256_prefix":"ddce921e8795376f","entry":"save_tensor_images","repo":"SCccc21/Knowledge-Enriched-DMI","repo_kind":"found_in_text","path":"attack.py","file_url":"https://github.com/SCccc21/Knowledge-Enriched-DMI/blob/HEAD/attack.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":"ddce921e8795376f"}},{"code_sha256_prefix":"c39eebccbb5e86a6","entry":"sqrt_newton_schulz","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"inception_utils.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/inception_utils.py","link_basis":"harvester_set","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":"c39eebccbb5e86a6"}},{"code_sha256_prefix":"4a2b2f288be2a186","entry":"torch_cov","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"inception_utils.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/inception_utils.py","link_basis":"harvester_set","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":"4a2b2f288be2a186"}},{"code_sha256_prefix":"b72f0c209b7b64be","entry":"truncated_z_sample","repo":"ajbrock/BigGAN-PyTorch","repo_kind":"found_in_text","path":"TFHub/biggan_v1.py","file_url":"https://github.com/ajbrock/BigGAN-PyTorch/blob/HEAD/TFHub/biggan_v1.py","link_basis":"harvester_set","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":"b72f0c209b7b64be"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}