{"id":"W4417447864","doi":"10.1016/j.ifacol.2025.12.441","title":"SE-Attention Enhanced Sensing-Aided CSI Feedback for mMIMO Systems","year":2025,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Wireless Signal Modulation Classification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Natural Resources","keywords":"Control system; Control theory (sociology); Key (lock); Noise (video); Stability (learning theory)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006238481,0.0007506426,0.0005728206,0.0002666083,0.000282256,0.0003894364,0.000901896,0.0006335126,0.00138261],"category_scores_gemma":[0.001791748,0.0002947471,0.0003206325,0.0002917156,0.0005109254,0.001021575,0.001089452,0.0008566121,0.0003582452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003082096,"about_ca_system_score_gemma":0.0007650731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002476783,"about_ca_topic_score_gemma":0.006234945,"domain_scores_codex":[0.9997616,0.00006322034,0.00001055334,0.0000507675,0.00006752645,0.00004618547],"domain_scores_gemma":[0.9995353,0.0002358714,0.00004035338,0.00005596637,0.0001052634,0.00002728083],"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":[0.0005935855,0.000220718,0.001845474,0.0001484233,0.00009692166,0.0002156807,0.0001578931,0.5799281,0.05309886,0.007592197,0.003441049,0.3526611],"study_design_scores_gemma":[0.000009535298,0.00006880437,0.000194938,0.000006914646,0.00001169249,0.00003996785,0.000009268036,0.9909004,0.007022998,0.001150575,0.0005765839,0.000008322476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07283857,0.0007838027,0.9205325,0.0003516603,0.0001131244,0.00003450209,0.00007398576,0.001123996,0.004148009],"genre_scores_gemma":[0.8959567,0.0002977498,0.09867688,0.0003634456,0.00007490539,0.00004044521,0.0001596095,0.00005456701,0.004375712],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002476783,"threshold_uncertainty_score":0.004924774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02437609216898409,"score_gpt":0.2857954696826845,"score_spread":0.2614193775137004,"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."}}