{"id":"W2748326678","doi":"10.4230/lipics.tqc.2013.106","title":"Robust Online Hamiltonian Learning","year":2012,"lang":"en","type":"article","venue":"","topic":"Gaussian Processes and Bayesian Inference","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Defense Advanced Research Projects Agency; Canada Excellence Research Chairs, Government of Canada","keywords":"Hamiltonian (control theory); Computer science; Qubit; Quantum decoherence; Algorithm; Ising model; Quantum; Artificial intelligence; Statistical physics; Physics; Mathematical optimization; Mathematics; Quantum mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003418528,0.0009809742,0.001622652,0.0007998217,0.0007243603,0.001295651,0.003161112,0.002009313,0.004928073],"category_scores_gemma":[0.01399771,0.0008239732,0.0007578474,0.0006928896,0.001911168,0.002766822,0.002383033,0.002074782,0.0008671192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140782,"about_ca_system_score_gemma":0.002742617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001758266,"about_ca_topic_score_gemma":0.00207881,"domain_scores_codex":[0.9978023,0.0008933435,0.00009038322,0.0005729882,0.0004831002,0.0001578672],"domain_scores_gemma":[0.9927792,0.004612032,0.000671859,0.001170521,0.0005468409,0.0002194366],"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":[0.0003395151,0.0002262914,0.0007967646,0.0002920229,0.0001309975,0.00008941377,0.00008081699,0.7167587,0.006019036,0.1093098,0.002590569,0.1633661],"study_design_scores_gemma":[0.00003070354,0.00003075533,0.00007211188,0.000006450233,0.000006604556,0.00001596331,0.000004575785,0.9585965,0.001424733,0.03926864,0.0005321362,0.00001085682],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005512728,0.0001386553,0.9921772,0.0002269594,0.0000356753,0.00005471009,0.00007031067,0.0006933435,0.001090426],"genre_scores_gemma":[0.4013289,0.0002134906,0.5926679,0.0005446351,0.0001525409,0.0004281377,0.0004461491,0.0002721051,0.003946174],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004928073,"threshold_uncertainty_score":0.01807916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0352564378768738,"score_gpt":0.2407334469106871,"score_spread":0.2054770090338133,"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."}}