{"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/deep-learning-top-taggers-or-the-end-of-qcd","title":"Deep-learning Top Taggers or The End of QCD?","arxiv_id":"1701.08784","date":"2017-01-30","proceeding":null,"authors":["Gregor Kasieczka","Tilman Plehn","Michael Russell","Torben Schell"],"abstract":"Machine learning based on convolutional neural networks can be used to study jet images from the LHC. Top tagging in fat jets offers a well-defined framework to establish our DeepTop approach and compare its performance to QCD-based top taggers. We first optimize a network architecture to identify top quarks in Monte Carlo simulations of the Standard Model production channel. Using standard fat jets we then compare its performance to a multivariate QCD-based top tagger. We find that both approaches lead to comparable performance, establishing convolutional networks as a promising new approach for multivariate hypothesis-based top tagging.","url_abs":"https://arxiv.org/abs/1701.08784v2","url_pdf":"https://arxiv.org/pdf/1701.08784v2.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":"links_only","authors_date_abstract":"arXiv metadata, CC0 1.0 (https://info.arxiv.org/help/license), from the Kaggle arXiv metadata snapshot of 2026-09-12"},"code_links":[{"paper_slug":"deep-learning-top-taggers-or-the-end-of-qcd","repo_url":"https://github.com/elsaeessc/Deep-Top-based-CNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/1701.08784","atlas_url":"https://app.syntology.ai/?focus=1701.08784","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1701.08784"}},"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/elsaeessc/Deep-Top-based-CNN","reach":null}],"summary":{"ran_violates":2,"ran_honours":1,"ran_fixture":1,"unverified":2},"by_repo_kind":{"listed":{"samples":6,"ran":4,"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":6,"samples":[{"code_sha256_prefix":"ff97a2e584d9db26","entry":"eta","repo":"elsaeessc/Deep-Top-based-CNN","repo_kind":"listed","path":"preprocessing.py","file_url":"https://github.com/elsaeessc/Deep-Top-based-CNN/blob/HEAD/preprocessing.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ff97a2e584d9db26"}},{"code_sha256_prefix":"102b394ad2e2774c","entry":"orig_image","repo":"elsaeessc/Deep-Top-based-CNN","repo_kind":"listed","path":"preprocessing.py","file_url":"https://github.com/elsaeessc/Deep-Top-based-CNN/blob/HEAD/preprocessing.py","link_basis":"first_harvest_node","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"102b394ad2e2774c"}},{"code_sha256_prefix":"5cdbbda47e910667","entry":"phi","repo":"elsaeessc/Deep-Top-based-CNN","repo_kind":"listed","path":"preprocessing.py","file_url":"https://github.com/elsaeessc/Deep-Top-based-CNN/blob/HEAD/preprocessing.py","link_basis":"first_harvest_node","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"invariant","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"5cdbbda47e910667"}},{"code_sha256_prefix":"00f853ecdcc3ee74","entry":"to_image","repo":"elsaeessc/Deep-Top-based-CNN","repo_kind":"listed","path":"Train_Top_Tagging.py","file_url":"https://github.com/elsaeessc/Deep-Top-based-CNN/blob/HEAD/Train_Top_Tagging.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"00f853ecdcc3ee74"}},{"code_sha256_prefix":"21e5cc0c7ccf14ce","entry":"Predictor_Vier","repo":"elsaeessc/Deep-Top-based-CNN","repo_kind":"listed","path":"Train_Top_Tagging.py","file_url":"https://github.com/elsaeessc/Deep-Top-based-CNN/blob/HEAD/Train_Top_Tagging.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":"21e5cc0c7ccf14ce"}},{"code_sha256_prefix":"9ce218eb0434254a","entry":"Predictor_Zwolf","repo":"elsaeessc/Deep-Top-based-CNN","repo_kind":"listed","path":"Train_Top_Tagging.py","file_url":"https://github.com/elsaeessc/Deep-Top-based-CNN/blob/HEAD/Train_Top_Tagging.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":"9ce218eb0434254a"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}