{"id":"W4318823726","doi":"10.1109/icdm54844.2022.00138","title":"Augmenting Knowledge Transfer across Graphs","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Conference on Data Mining (ICDM)","topic":"Advanced Graph Neural Networks","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Theoretical computer science; Knowledge transfer; Domain adaptation; Graph; Generalization; Artificial intelligence; Machine learning; Mathematics","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":[0.002448793,0.001741449,0.001388871,0.002039538,0.0006873833,0.001232058,0.002551539,0.001771207,0.001873534],"category_scores_gemma":[0.009952405,0.0004649581,0.001027408,0.002112567,0.001588785,0.00544179,0.004492733,0.002206841,0.0007320093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172291,"about_ca_system_score_gemma":0.001159088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003243348,"about_ca_topic_score_gemma":0.0042629,"domain_scores_codex":[0.9984044,0.0005304278,0.00005951428,0.0006407813,0.0002464781,0.0001183987],"domain_scores_gemma":[0.9962302,0.001744132,0.0003188118,0.001125732,0.000429302,0.0001517381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002810833,0.0002958163,0.003376535,0.000336619,0.0001929621,0.0002559161,0.0003960279,0.5214576,0.01513183,0.0231006,0.005618013,0.4295571],"study_design_scores_gemma":[0.00001649632,0.00007886083,0.0005787362,0.00001984338,0.00004099929,0.00007128098,0.00008960671,0.9555467,0.004844084,0.03654735,0.002151245,0.00001481004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09995292,0.0006638356,0.8923184,0.0007423901,0.0000737086,0.00008796166,0.0003676167,0.002655105,0.003138043],"genre_scores_gemma":[0.7930948,0.0006703706,0.1995396,0.0005845513,0.0001113562,0.0001620575,0.001770299,0.000316435,0.003750568],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003243348,"threshold_uncertainty_score":0.01295066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1724617119252182,"score_gpt":0.3772470365632951,"score_spread":0.2047853246380769,"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."}}