{"id":"W4414499320","doi":"10.1109/tac.2025.3614508","title":"Passivity-Based Gradient-Play Dynamics for Distributed Generalized Nash Equilibrium Seeking","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Automatic Control","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nash equilibrium; Convergence (economics); Monotonic function; Monotone polygon; Dynamics (music); Class (philosophy); Nonlinear system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008401421,0.001119402,0.0005834234,0.000390121,0.0004635219,0.001060002,0.0006972934,0.0009582795,0.002994091],"category_scores_gemma":[0.002702637,0.0002669114,0.0005475216,0.0002015163,0.001396463,0.001080369,0.001265544,0.001043391,0.0002736342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005481,"about_ca_system_score_gemma":0.0008979299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003174949,"about_ca_topic_score_gemma":0.002279193,"domain_scores_codex":[0.9997106,0.0001082317,0.00001466703,0.00005911091,0.00006579029,0.0000415875],"domain_scores_gemma":[0.9994253,0.0003132055,0.00008836903,0.00003005263,0.00009987038,0.00004322349],"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":[0.00008115783,0.00004453431,0.000489541,0.0001505679,0.00004619385,0.0002149395,0.0002908106,0.6250399,0.00643175,0.3512624,0.001201083,0.01474708],"study_design_scores_gemma":[0.00001218611,0.00004706468,0.00006472826,0.00001163007,0.000006306789,0.00002664356,0.00002348554,0.9586933,0.0005422218,0.03972815,0.0008353469,0.000009035582],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02529788,0.0001832099,0.963888,0.000298177,0.00004695684,0.00006508992,0.0000399104,0.000107138,0.01007369],"genre_scores_gemma":[0.9569951,0.0002973298,0.03574868,0.0001223443,0.0000239432,0.000187997,0.00003928881,0.00003154408,0.006553725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003174949,"threshold_uncertainty_score":0.0100162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01122889110751155,"score_gpt":0.2487940302610512,"score_spread":0.2375651391535397,"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."}}