{"id":"W4226193467","doi":"10.1109/isit50566.2022.9834398","title":"On the Feasible Region of Efficient Algorithms for Attributed Graph Alignment","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Symposium on Information Theory (ISIT)","topic":"Advanced Graph Neural Networks","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Vertex (graph theory); Algorithm; Graph; Theoretical computer science; Time complexity","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01006293,0.003083739,0.003914785,0.003388926,0.002476134,0.005527778,0.004672471,0.003533736,0.007143543],"category_scores_gemma":[0.08317252,0.001623753,0.002547974,0.004668941,0.00508219,0.01058136,0.006382887,0.007711518,0.002935185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003598007,"about_ca_system_score_gemma":0.006567888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002560671,"about_ca_topic_score_gemma":0.001765911,"domain_scores_codex":[0.9885325,0.005042361,0.0005578907,0.002778009,0.001927222,0.001162005],"domain_scores_gemma":[0.8997435,0.0858986,0.004172651,0.005538611,0.003237248,0.001409368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001021708,0.0004661011,0.001473535,0.0007098877,0.0001241168,0.0001596019,0.0006028181,0.6194064,0.003229912,0.2427836,0.008576394,0.121446],"study_design_scores_gemma":[0.0001086106,0.0001308746,0.0001801435,0.0001002046,0.0000270685,0.0001028131,0.00009543401,0.7391053,0.001535755,0.2565342,0.002045464,0.00003412105],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01214503,0.000887577,0.9814615,0.0008998097,0.00007143913,0.0001602993,0.0001791891,0.0005870502,0.003608088],"genre_scores_gemma":[0.2689591,0.001757797,0.7214245,0.0006433865,0.0003183858,0.000973882,0.001287547,0.0008126923,0.003822726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01006293,"threshold_uncertainty_score":0.05321848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01938843897496104,"score_gpt":0.2559160239593848,"score_spread":0.2365275849844237,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}