{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000457842,0.00116176,0.0005153175,0.003539435,0.0004090735,0.0009976065,0.0008644953,0.0004468134,0.003572467],"category_scores_gemma":[0.002071111,0.0003914291,0.0007132785,0.001339278,0.0003935187,0.001448268,0.001036999,0.0006641491,0.002502582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003603022,"about_ca_system_score_gemma":0.0007644629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009985275,"about_ca_topic_score_gemma":0.001435124,"domain_scores_codex":[0.9996108,0.00003164683,0.00002731564,0.0001096053,0.0001667705,0.00005381542],"domain_scores_gemma":[0.9993621,0.0002066045,0.0001520534,0.0001186673,0.0001212538,0.00003939556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008330016,0.0003834745,0.03717241,0.0008058474,0.00027223,0.0006155996,0.0005733586,0.008578447,0.1065688,0.003232674,0.06171974,0.7792444],"study_design_scores_gemma":[0.0001251846,0.0008180313,0.06531783,0.0002022766,0.000149191,0.003077032,0.0003944353,0.5476452,0.2947232,0.01319308,0.07410599,0.0002485661],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1705998,0.0009667038,0.4413613,0.0003135986,0.0001118915,0.0006445546,0.01600335,0.3631959,0.006802827],"genre_scores_gemma":[0.5411575,0.0005844032,0.4120891,0.000322639,0.00005883105,0.0007935821,0.02871047,0.007075357,0.009207984],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003572467,"threshold_uncertainty_score":0.01195109,"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."}}