{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001058467,0.0009436142,0.0009192902,0.001038297,0.002255499,0.000712364,0.00306578,0.0002634584,0.00003233412],"category_scores_gemma":[0.00005085306,0.0007809567,0.0004562182,0.003834718,0.0002198453,0.0005481447,0.0001756941,0.001508072,0.000385899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001249761,"about_ca_system_score_gemma":0.0002075331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001476958,"about_ca_topic_score_gemma":0.00001720747,"domain_scores_codex":[0.9936585,0.000290415,0.001063335,0.001777881,0.001226016,0.001983848],"domain_scores_gemma":[0.9954081,0.001357485,0.000359039,0.002196861,0.0002100519,0.0004685006],"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":[0.0001508233,0.00072857,0.000352682,0.0002820966,0.0004070362,0.0003272776,0.005987525,0.6858687,0.0009056404,0.02738991,0.0006097773,0.27699],"study_design_scores_gemma":[0.001435121,0.0008262807,0.001999422,0.0005041322,0.00005053334,0.0002191673,0.0004100737,0.9830295,0.001327754,0.008261375,0.0008434438,0.001093224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4027551,0.00005600017,0.5917346,0.001569728,0.0009516084,0.0003657219,0.00001236596,0.002474759,0.00008013183],"genre_scores_gemma":[0.9721947,0.000040823,0.02678899,0.0004141944,0.0002555524,0.00001642845,0.00002572952,0.0001354786,0.0001281131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5694396,"threshold_uncertainty_score":0.9994642,"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."}}