{"id":"W4408353861","doi":"10.1109/icassp49660.2025.10889215","title":"Joint Energy-Based Optimization of Binary Offloading Decisions and Communication Resources in TDMA Systems, via Dynamic Programming","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Joint (building); Computer science; Time division multiple access; Binary number; Dynamic programming; Energy (signal processing); Distributed computing; Computer network; Algorithm; 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":[0.001308245,0.001592231,0.001669736,0.0005370321,0.000446503,0.002011724,0.001023184,0.001211742,0.002436855],"category_scores_gemma":[0.003116438,0.0009561768,0.0005473864,0.0009912853,0.001339766,0.001582207,0.001303174,0.001572137,0.0003495739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001461357,"about_ca_system_score_gemma":0.002004553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005006373,"about_ca_topic_score_gemma":0.004491691,"domain_scores_codex":[0.9991127,0.0003492573,0.00002167132,0.0001253426,0.0002019508,0.0001890492],"domain_scores_gemma":[0.998751,0.00093888,0.0001134869,0.00003350198,0.0001095079,0.00005360672],"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":[0.0000376785,0.00003088727,0.0000894469,0.00003641097,0.00001654964,0.00002041796,0.00001975784,0.9852456,0.0005630982,0.007069398,0.0003801085,0.006490613],"study_design_scores_gemma":[0.000007789271,0.00001877285,0.00003778679,0.000004698632,0.000004862237,0.000005309643,0.00000897087,0.9954887,0.0002189019,0.003979705,0.0002206964,0.000003862468],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02396245,0.0005710717,0.9660577,0.0005579404,0.00007268119,0.00007774773,0.00007991189,0.000112781,0.008507733],"genre_scores_gemma":[0.8791572,0.000794977,0.1070632,0.0002593536,0.00009806153,0.0002961473,0.0001238751,0.0001468637,0.01206014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005006373,"threshold_uncertainty_score":0.01060295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008060684561489367,"score_gpt":0.2260016393520849,"score_spread":0.2179409547905956,"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."}}