{"id":"W3158452757","doi":"","title":"Quantum Tensor Networks, Stochastic Processes, and Weighted Automata","year":2021,"lang":"en","type":"article","venue":"International Conference on Artificial Intelligence and Statistics","topic":"Quantum Computing Algorithms and Architecture","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Quantum; Automaton; Tensor (intrinsic definition); Theoretical computer science; Mathematics; Physics; Quantum mechanics; Pure mathematics","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":[0.002142818,0.0005806645,0.001065934,0.00173811,0.001309677,0.00279353,0.001211889,0.001392985,0.003694069],"category_scores_gemma":[0.007613118,0.0004986625,0.0008551388,0.001666602,0.003496753,0.005429644,0.001521514,0.001704297,0.0003016657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001831317,"about_ca_system_score_gemma":0.001282282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00541801,"about_ca_topic_score_gemma":0.005074798,"domain_scores_codex":[0.9989645,0.0004508161,0.00006292798,0.0001994318,0.0001989251,0.000123426],"domain_scores_gemma":[0.995809,0.00221021,0.0006414606,0.0004470129,0.0005729992,0.0003193263],"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":[0.00001804418,0.00001508305,0.0002859959,0.00002999003,0.00001516991,0.00001685692,0.00005940336,0.02270182,0.0003438814,0.9715232,0.0004428552,0.004547687],"study_design_scores_gemma":[0.000003177998,0.000007758001,0.00009789265,0.000008245097,0.000005556573,0.00001100046,0.00001544487,0.1299074,0.00009357691,0.8692053,0.0006348146,0.000009846468],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1347957,0.003902681,0.8404624,0.003339578,0.00049338,0.0000578504,0.0003246096,0.0002315714,0.01639219],"genre_scores_gemma":[0.895982,0.002567312,0.09150701,0.0003321869,0.0005231524,0.0001247227,0.0002112387,0.00009355102,0.00865886],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00541801,"threshold_uncertainty_score":0.01328725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05106722076832079,"score_gpt":0.3045029978405754,"score_spread":0.2534357770722547,"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."}}