{"id":"W4414539615","doi":"10.1109/icc52391.2025.11160781","title":"MIMO Sensing Beamforming Design with Low-Resolution Transceivers","year":2025,"lang":"en","type":"article","venue":"","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Transceiver; Beamforming; MIMO; Relaxation (psychology); Computational complexity theory; Precoding; Process (computing); Power (physics)","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":[0.0007485895,0.0008955863,0.0007515301,0.0002904894,0.0002249933,0.0008186326,0.0007915761,0.0008513851,0.001650162],"category_scores_gemma":[0.002070843,0.0005511186,0.000522182,0.0005648597,0.0006132821,0.001105128,0.0007984955,0.001021441,0.0009681332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004546094,"about_ca_system_score_gemma":0.0008206837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000650765,"about_ca_topic_score_gemma":0.0008333304,"domain_scores_codex":[0.9992805,0.0002044852,0.00003131728,0.0001289838,0.0002983164,0.00005636696],"domain_scores_gemma":[0.9992601,0.0003746199,0.0001271987,0.00005228021,0.0001562717,0.00002942442],"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":[0.0001309795,0.00008185083,0.0004759958,0.0003307529,0.00005493367,0.000132877,0.0001608045,0.7217845,0.08031668,0.04779847,0.001802547,0.1469296],"study_design_scores_gemma":[0.0000187394,0.00009555055,0.0001212055,0.0000164632,0.00001048715,0.00007718285,0.00001727676,0.983763,0.008708689,0.005794329,0.001358498,0.00001849539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00217882,0.00007783298,0.9967703,0.00006089287,0.00001027536,0.00001318874,0.000009954852,0.00005648511,0.0008223193],"genre_scores_gemma":[0.2391818,0.0006259886,0.7566172,0.0002269887,0.00007258094,0.0002260641,0.0001009392,0.00004939438,0.002899034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001650162,"threshold_uncertainty_score":0.005520344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005974369232445599,"score_gpt":0.1778393693089521,"score_spread":0.1718650000765065,"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."}}