{"id":"W4367677246","doi":"10.1145/3592622","title":"Quantum Computing with Differentiable Quantum Transforms","year":2023,"lang":"en","type":"article","venue":"ACM Transactions on Quantum Computing","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Xanadu Quantum Technologies (Canada); University of British Columbia","funders":"","keywords":"Differentiable function; Quantum computer; Computer science; Quantum; Computation; Quantum algorithm; Theoretical computer science; Pure mathematics; Mathematics; Algorithm; Physics; Quantum mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007859759,0.0003925199,0.000501104,0.0006549509,0.0008090845,0.00234983,0.0009812148,0.0008785346,0.007006638],"category_scores_gemma":[0.003017833,0.0003104435,0.0007421881,0.0007257108,0.002688175,0.003727397,0.00202008,0.002626218,0.001242085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00076936,"about_ca_system_score_gemma":0.0009042757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007042439,"about_ca_topic_score_gemma":0.0007511907,"domain_scores_codex":[0.9991819,0.000189373,0.00004491595,0.0001109708,0.0003706952,0.0001021245],"domain_scores_gemma":[0.9992874,0.0002327542,0.00004774674,0.0002825125,0.0001075024,0.00004210999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001879511,0.0000146414,0.00005548981,0.00002250839,0.000005165246,0.00003457283,0.00006478791,0.01158858,0.001938318,0.9740773,0.0009378353,0.01124199],"study_design_scores_gemma":[0.00001683346,0.00003249442,0.0000526781,0.00002056363,0.00000724327,0.00007168492,0.00002725787,0.1506656,0.004647061,0.8292537,0.01518722,0.00001767196],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01223161,0.0002312491,0.9603149,0.0006197098,0.0001228658,0.00003774947,0.00007484782,0.0007927759,0.02557432],"genre_scores_gemma":[0.5757118,0.0007662778,0.4079101,0.0006540546,0.0002192811,0.0002087103,0.0001673088,0.0009252238,0.01343728],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007006638,"threshold_uncertainty_score":0.02343959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784252110367955,"score_gpt":0.2491149640177929,"score_spread":0.2312724429141133,"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."}}