{"id":"W4318426183","doi":"10.1002/qute.202200125","title":"Imperfect Quantum Photonic Neural Networks","year":2023,"lang":"en","type":"article","venue":"Advanced Quantum Technologies","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute; Queen's University","funders":"Vector Institute; Natural Sciences and Engineering Research Council of Canada; Queen's University","keywords":"Photonics; Computer science; Quantum; Photon; Artificial neural network; Qubit; Physics; Quantum network; Nonlinear system; Quantum information; Electronic engineering; Topology (electrical circuits); Quantum mechanics; Engineering; Electrical engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003082066,0.000359668,0.0003887881,0.0003405653,0.0004600316,0.0001952009,0.002481835,0.0002328341,0.000002658755],"category_scores_gemma":[0.0001841566,0.0002906625,0.0001797349,0.002908415,0.0001911204,0.0006527691,0.001896566,0.0006873213,0.00008149945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004822066,"about_ca_system_score_gemma":0.00002514019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001034339,"about_ca_topic_score_gemma":0.000005877916,"domain_scores_codex":[0.9971815,0.0000598727,0.0004039923,0.0008587539,0.0003163437,0.001179589],"domain_scores_gemma":[0.9979529,0.0003897624,0.0001799825,0.001337932,0.00007078691,0.00006867878],"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":[0.0000193706,0.00004295958,0.0005329598,0.00003406263,0.00003573607,0.0003702265,0.00006457431,0.4553452,0.004069136,0.1285948,0.002736179,0.4081549],"study_design_scores_gemma":[0.0002710448,0.0002201826,0.0003552891,0.00004545944,0.000003700379,0.00004086686,0.0001562141,0.9662732,0.002130666,0.02747154,0.002644397,0.000387449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7393691,0.004118522,0.2214382,0.006098353,0.002518708,0.0005811291,0.000002218402,0.02567844,0.0001953584],"genre_scores_gemma":[0.9950374,0.001270642,0.003320036,0.0001381432,0.0000622513,0.00006502672,0.000005083413,0.00003411723,0.00006724449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.510928,"threshold_uncertainty_score":0.9999546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548975689911472,"score_gpt":0.2572761786867841,"score_spread":0.2417864217876694,"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."}}