{"id":"W4285411445","doi":"10.5220/0011310900003266","title":"Interpretable Malware Classification based on Functional Analysis","year":2022,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Malware; Computer science; Malware analysis; Artificial intelligence; Data mining; Pattern recognition (psychology); Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002114818,0.00008403644,0.00009822466,0.0005123475,0.0002705989,0.00005284542,0.000438118,0.00001927038,0.001839664],"category_scores_gemma":[0.00002269076,0.00008489876,0.0001108602,0.001760715,0.00001269135,0.000243639,0.0001803297,0.0001596427,0.00002221883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002019917,"about_ca_system_score_gemma":0.00004038793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001113228,"about_ca_topic_score_gemma":0.000004291528,"domain_scores_codex":[0.9988896,0.0000753378,0.0001489834,0.0003803318,0.0003756201,0.0001301084],"domain_scores_gemma":[0.9991561,0.00007799533,0.00007471248,0.0005890719,0.0000618315,0.00004031733],"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":[0.0001556131,0.0006356066,0.005079623,0.00001013639,0.0002510168,0.00001769527,0.000185742,0.6305705,0.005787704,0.222193,0.02631275,0.1088006],"study_design_scores_gemma":[0.00008716427,0.0001434853,0.004552001,7.891296e-7,0.0000167692,0.000002341252,0.00003966434,0.9773396,0.003113979,0.001593844,0.01298826,0.000122099],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003599121,0.00000360306,0.9869964,0.0008515945,0.0001681288,0.00009546169,0.000005031375,0.0008813473,0.01063853],"genre_scores_gemma":[0.9301488,3.439794e-7,0.06607779,0.001479753,0.00001195424,0.0001988713,0.0000186086,0.000005290437,0.002058621],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9297888,"threshold_uncertainty_score":0.9990728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01940555343740974,"score_gpt":0.2451399536740335,"score_spread":0.2257344002366238,"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."}}