{"id":"W4406091674","doi":"10.1137/23m1576098","title":"An Input-Output Framework for Stability and Synchronization Analysis of Networks of Infinite-Dimensional Linear Systems","year":2025,"lang":"en","type":"article","venue":"SIAM Journal on Control and Optimization","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Synchronization (alternating current); Stability (learning theory); Control theory (sociology); Applied mathematics; Topology (electrical circuits); Computer science; Control (management); Combinatorics; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001014728,0.000147586,0.0005416482,0.0004217064,0.0001486144,0.0001466744,0.0002139393,0.0001532923,0.000002568066],"category_scores_gemma":[0.000340436,0.0001266029,0.0001019247,0.0008281461,0.00005230619,0.0003546145,0.00002845224,0.0001422976,5.448366e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000476176,"about_ca_system_score_gemma":0.00009263094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001105879,"about_ca_topic_score_gemma":0.000003103304,"domain_scores_codex":[0.9982946,0.0002800084,0.0007305017,0.0002773298,0.0002487609,0.0001688292],"domain_scores_gemma":[0.9975163,0.0007030866,0.0006171283,0.0002877655,0.0007740989,0.000101657],"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":[0.0001549856,0.00009631344,0.005052856,0.00004800204,0.0004552918,5.641963e-7,0.0000669236,0.9750752,0.00005710055,0.01661466,0.000007194789,0.002370892],"study_design_scores_gemma":[0.001599887,0.0002670397,0.00412243,0.0001434507,0.0003643667,0.000002131861,0.00002987632,0.9931096,0.00001667573,0.0002314068,0.0000175851,0.00009552596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009632819,0.0008814126,0.9883924,0.00020856,0.0003729847,0.0004293584,0.00004826827,0.00002177427,0.00001238539],"genre_scores_gemma":[0.9737361,0.00006620321,0.02597191,0.00009911908,0.00006787452,0.00001293805,0.00003537951,0.000005987306,0.000004473262],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9641033,"threshold_uncertainty_score":0.5162718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133297945079023,"score_gpt":0.2580160389743312,"score_spread":0.246683059523541,"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."}}