{"id":"W4416873377","doi":"10.1109/icdcsw63273.2025.00037","title":"Analysis and Tuning of Knowledge Distillation for Efficient Collaborative Learning","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Graph Neural Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Hyperparameter; Collaborative learning; Transfer of learning; Set (abstract data type); Collaborative filtering; Knowledge transfer","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":[0.007005278,0.0008507461,0.001018411,0.000880501,0.0009486304,0.001687417,0.002175926,0.001542644,0.001561395],"category_scores_gemma":[0.04118796,0.0005333885,0.000436334,0.0008437402,0.001507418,0.004742548,0.003100677,0.002214328,0.0004579192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001497577,"about_ca_system_score_gemma":0.002590121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003828039,"about_ca_topic_score_gemma":0.003770929,"domain_scores_codex":[0.9969839,0.001194848,0.0001890269,0.0006990079,0.0006196955,0.0003135669],"domain_scores_gemma":[0.9833899,0.01184133,0.0007014139,0.002183241,0.001403649,0.0004803984],"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":[0.0003498608,0.000423408,0.004282812,0.0003006105,0.0001040444,0.00007396781,0.0002544583,0.8026643,0.00501474,0.01839845,0.002074294,0.1660591],"study_design_scores_gemma":[0.00002086971,0.00004747834,0.0002768285,0.00001375469,0.000009647779,0.00001729132,0.0000395508,0.9899454,0.002296452,0.006942712,0.0003818381,0.000008194267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1911547,0.001272097,0.8003903,0.0006176118,0.00008213157,0.0002114704,0.0001446392,0.001472348,0.004654757],"genre_scores_gemma":[0.9119697,0.0002099808,0.08669535,0.0001109322,0.00002246958,0.0001535295,0.0001781032,0.000109942,0.0005500001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007005278,"threshold_uncertainty_score":0.03704786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0092921168834062,"score_gpt":0.2884298949604294,"score_spread":0.2791377780770232,"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."}}