{"id":"W4360604871","doi":"10.1109/icnc57223.2023.10074032","title":"Malicious Model Detection for Federated Learning Empowered Energy Storage Systems","year":2023,"lang":"en","type":"article","venue":"","topic":"Machine Learning and ELM","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Queen's University","funders":"","keywords":"Computer science; Autoencoder; Flexibility (engineering); Distributed computing; Renewable energy; Computer security; Smart grid; Artificial intelligence; Deep learning; Engineering","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":[0.00141893,0.0006625998,0.0008775514,0.0004945692,0.0004090423,0.0007809039,0.001078008,0.0008392764,0.0005220233],"category_scores_gemma":[0.005343601,0.0002682303,0.0005416452,0.0002726418,0.0008913602,0.001593832,0.001750793,0.0009699889,0.0001464472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006820721,"about_ca_system_score_gemma":0.0006733949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001474646,"about_ca_topic_score_gemma":0.001400983,"domain_scores_codex":[0.9987224,0.0003317455,0.00009165192,0.0002558265,0.0004556844,0.0001427494],"domain_scores_gemma":[0.9975107,0.0008088103,0.000436278,0.0006924544,0.0004585705,0.00009325847],"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":[0.0003180096,0.0001312806,0.004379593,0.00006309967,0.0001067823,0.0002793325,0.0001121825,0.8711262,0.01639189,0.009026023,0.0008204093,0.09724525],"study_design_scores_gemma":[0.000002163122,0.0000244423,0.0001361923,0.000002648456,0.000003624238,0.00003810467,0.000004831711,0.9949194,0.003393875,0.001377023,0.00009348129,0.000004240304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1138125,0.0002102028,0.8831384,0.0002398072,0.00004946898,0.00004659234,0.00004582211,0.001560787,0.0008964714],"genre_scores_gemma":[0.9777932,0.00003679769,0.02160085,0.00005977208,0.000008281332,0.00001512584,0.00003250093,0.00001550289,0.0004380213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001474646,"threshold_uncertainty_score":0.007504106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646390990789621,"score_gpt":0.2506280718938408,"score_spread":0.2341641619859446,"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."}}