{"id":"W4411275347","doi":"10.1117/12.3066098","title":"The role of entanglement in quantum reservoir computing with coupled Kerr nonlinear oscillators","year":2025,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Quantum entanglement; Nonlinear system; Physics; Reservoir computing; Quantum computer; Quantum mechanics; Quantum; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006043811,0.0001367363,0.0002020489,0.0001004447,0.000248457,0.0001208704,0.001064558,0.00003705476,0.000002154319],"category_scores_gemma":[0.00002253594,0.00007696321,0.0000518289,0.001009623,0.00006958821,0.0001017635,0.0007534309,0.0001892208,0.000001650689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004161249,"about_ca_system_score_gemma":0.0000955029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003168393,"about_ca_topic_score_gemma":0.0005188893,"domain_scores_codex":[0.9985338,0.00008530221,0.0004108078,0.0003186712,0.000266572,0.000384787],"domain_scores_gemma":[0.9988111,0.0003953607,0.00012437,0.0005270368,0.00009743969,0.00004473135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001445014,0.000353927,0.1382478,0.00008879761,0.0001504044,0.00004929709,0.001016532,0.3700149,0.001321208,0.4242677,0.0009636132,0.06338126],"study_design_scores_gemma":[0.000367747,0.00007629038,0.002346114,0.0001224945,0.000002240729,0.000002087673,0.00027153,0.990204,0.001058516,0.001889315,0.003562942,0.00009677177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469043,0.0007367993,0.0456323,0.002296447,0.0003309288,0.0003429808,3.574131e-7,0.00009214741,0.003663723],"genre_scores_gemma":[0.9904163,0.00002583701,0.009232355,0.0001329997,0.0000403973,0.000002732274,5.678887e-7,0.000005648078,0.000143189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6201891,"threshold_uncertainty_score":0.3138469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005667319088869796,"score_gpt":0.2350567459920974,"score_spread":0.2293894269032276,"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."}}