{"id":"W4382935827","doi":"10.23919/acc55779.2023.10155852","title":"Existence of a Unique Invariant Measure and Ergodic Property in AIMD-based Multi-resource Allocation","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Ergodic theory; Computer science; Bottleneck; Multiplicative function; Mathematical optimization; Resource allocation; Markov process; Multi-agent system; Markov chain; Distributed computing; Mathematics; Artificial intelligence; Computer network","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":[0.001739816,0.0007336973,0.001268367,0.0009255022,0.0007661292,0.001523371,0.001770014,0.0008756395,0.001445195],"category_scores_gemma":[0.005756883,0.0004869388,0.001113927,0.0007950417,0.001761529,0.001407501,0.002162394,0.001235081,0.0002992635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001783424,"about_ca_system_score_gemma":0.001402245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002314174,"about_ca_topic_score_gemma":0.001437495,"domain_scores_codex":[0.998997,0.0002549347,0.00005738836,0.0002350697,0.0002690907,0.0001864461],"domain_scores_gemma":[0.9976863,0.001238003,0.0003710917,0.0001957244,0.0003113709,0.0001976214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001195995,0.0001028504,0.001150261,0.0001295461,0.00009040463,0.0001290834,0.0001834506,0.7485551,0.006316422,0.2052729,0.001149342,0.03680108],"study_design_scores_gemma":[0.000007243422,0.00002312049,0.00008699898,0.000004145888,0.000006823281,0.00002005248,0.000009025405,0.9776981,0.0007515622,0.02112144,0.0002637608,0.000007579207],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02283338,0.0001107722,0.9747854,0.0001044924,0.00001556569,0.00002894509,0.000028294,0.0001171715,0.001975929],"genre_scores_gemma":[0.7722597,0.0002499352,0.2228236,0.0001410281,0.00003478663,0.0002571259,0.0001308247,0.0001199254,0.003983096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002314174,"threshold_uncertainty_score":0.01293975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07436138642551565,"score_gpt":0.2672189126178018,"score_spread":0.1928575261922862,"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."}}