{"id":"W2136791927","doi":"10.1613/jair.2486","title":"A General Theory of Additive State Space Abstractions","year":2008,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Research","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Israel Science Foundation","keywords":"Disjoint sets; Heuristics; Computer science; State (computer science); Space (punctuation); Heuristic; State space; Cube (algebra); Set (abstract data type); Theoretical computer science; Algorithm; Mathematics; Discrete mathematics; Combinatorics; Programming language; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003332542,0.001352732,0.001135884,0.002226278,0.001325355,0.004986197,0.003079406,0.001647418,0.007131952],"category_scores_gemma":[0.01494511,0.001234537,0.003186666,0.002591122,0.005380559,0.007954082,0.005359334,0.004385013,0.001136872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002117167,"about_ca_system_score_gemma":0.00244456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002073406,"about_ca_topic_score_gemma":0.001374298,"domain_scores_codex":[0.9947721,0.00111443,0.0006381673,0.001293992,0.001529047,0.0006522334],"domain_scores_gemma":[0.9913825,0.004386978,0.0008628855,0.002309873,0.0007568464,0.0003009686],"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":[0.00005760953,0.00003956678,0.0005547292,0.0001468056,0.00004517385,0.0001009832,0.0002629055,0.07043266,0.001557947,0.9049677,0.0009500323,0.02088381],"study_design_scores_gemma":[0.0000317487,0.0001228897,0.0002300987,0.00007472378,0.0000537062,0.0001667675,0.0001026443,0.1805363,0.002920067,0.8057384,0.009983605,0.00003903816],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009922077,0.0002416133,0.9839115,0.0002780721,0.00004620013,0.00009671562,0.0002373463,0.0005993187,0.004667141],"genre_scores_gemma":[0.3975696,0.0007414817,0.5933116,0.0005922919,0.000160772,0.001108361,0.0008769404,0.0002562948,0.005382618],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007131952,"threshold_uncertainty_score":0.02385879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425791225320405,"score_gpt":0.4123511718843479,"score_spread":0.2697720493523074,"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."}}