{"id":"W3169281546","doi":"10.1109/rdaaps48126.2021.9452028","title":"VolMemLyzer: Volatile Memory Analyzer for Malware Classification using Feature Engineering","year":2021,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Malware; Computer science; Cryptovirology; Malware analysis; Artificial intelligence; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.0001105991,0.0001365946,0.0001434863,0.0001245947,0.0001091601,0.0001127505,0.0002968546,0.0001034205,0.00002801746],"category_scores_gemma":[0.0001169441,0.0001413637,0.00009353992,0.0005414279,0.00001005368,0.0006158096,0.0001228069,0.0001270511,0.000004389034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001121764,"about_ca_system_score_gemma":0.00007695986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003957238,"about_ca_topic_score_gemma":0.000006210971,"domain_scores_codex":[0.9990171,0.00001671505,0.0001662893,0.0004232914,0.0001538979,0.000222701],"domain_scores_gemma":[0.9989291,0.00007472895,0.00007101591,0.0005592161,0.000300138,0.00006573409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001236895,0.00008104646,0.0002510486,0.0001512486,0.00006628722,0.00003073863,0.0002540225,0.009108878,0.851393,0.03507328,0.008401682,0.09517639],"study_design_scores_gemma":[0.0001138073,0.00001499755,0.0004782899,0.00001703642,0.000007224467,0.00003595118,0.0000310688,0.7041357,0.2813936,0.0008567232,0.01272729,0.0001883913],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003371142,0.0001161624,0.9941875,0.0004955193,0.0002972936,0.0001963551,0.000004396922,0.0009756352,0.0003559424],"genre_scores_gemma":[0.1222494,0.000005842798,0.8752848,0.0001831626,0.00009731437,0.00004781413,0.00000946612,0.00002011124,0.002102111],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6950268,"threshold_uncertainty_score":0.5764643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02518059037147576,"score_gpt":0.2748074762771824,"score_spread":0.2496268859057066,"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."}}