{"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/graph-convolutional-neural-networks-via-1","title":"Graph Convolutional Neural Networks via Scattering","arxiv_id":"1804.00099","date":"2018-03-31","proceeding":null,"authors":["Dongmian Zou","Gilad Lerman"],"abstract":"We generalize the scattering transform to graphs and consequently construct a\nconvolutional neural network on graphs. We show that under certain conditions,\nany feature generated by such a network is approximately invariant to\npermutations and stable to graph manipulations. Numerical results demonstrate\ncompetitive performance on relevant datasets.","url_abs":"http://arxiv.org/abs/1804.00099v2","url_pdf":"http://arxiv.org/pdf/1804.00099v2.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":"graph-convolutional-neural-networks-via-1","repo_url":"https://github.com/dmzou/SCAT","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":null}],"tasks":[{"task_slug":"node-classification","task_name":"Node Classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/node-classification-on-cora","task":"Node Classification","dataset":"Cora","model":"GraphScattering","rank_in_archive_order":59,"of":73,"metrics":{"Accuracy":"81.9%"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1804.00099","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1804.00099"}},"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":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/dmzou/SCAT","reach":null}],"summary":{"ran_honours":2,"ran_violates":3,"ran_draft_wrong":2},"by_repo_kind":{"listed":{"samples":4,"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":3,"samples":[{"code_sha256_prefix":"c1d6392f89c5e495","entry":"parse_index_file","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"c1d6392f89c5e495"}},{"code_sha256_prefix":"5c3fa9402a9405bc","entry":"parse_index_file","repo":"dmzou/SCAT","repo_kind":"listed","path":"trainCora.py","file_url":"https://github.com/dmzou/SCAT/blob/HEAD/trainCora.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":"5c3fa9402a9405bc"}},{"code_sha256_prefix":"cc7b03c440566127","entry":"phi","repo":"dmzou/SCAT","repo_kind":"listed","path":"scat.py","file_url":"https://github.com/dmzou/SCAT/blob/HEAD/scat.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":"cc7b03c440566127"}},{"code_sha256_prefix":"d6effff5e4283879","entry":"propLayer","repo":"dmzou/SCAT","repo_kind":"listed","path":"scat.py","file_url":"https://github.com/dmzou/SCAT/blob/HEAD/scat.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":"d6effff5e4283879"}},{"code_sha256_prefix":"695ac1f1935f8e7c","entry":"psi","repo":"dmzou/SCAT","repo_kind":"listed","path":"scat.py","file_url":"https://github.com/dmzou/SCAT/blob/HEAD/scat.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":"695ac1f1935f8e7c"}},{"code_sha256_prefix":"b32fd748b4bbe3bf","entry":"sample_mask","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_violates","verification_level":1,"contract_check":"VIOLATES","metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"b32fd748b4bbe3bf"}},{"code_sha256_prefix":"3965c8f8e2d0023e","entry":"sparse_to_tuple","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"3965c8f8e2d0023e"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}