{"id":"W2409015594","doi":"10.1145/2897518.2897645","title":"A duality based unified approach to Bayesian mechanism design","year":2016,"lang":"en","type":"article","venue":"","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanism design; Common value auction; Bayesian probability; Computer science; Disjoint sets; Revenue; Competitive analysis; Simple (philosophy); Duality (order theory); Mathematical optimization; Theoretical computer science; Mathematical economics; Mathematics; Artificial intelligence; Combinatorics; Economics; Upper and lower bounds; Microeconomics","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":[0.007966324,0.001565442,0.002064799,0.002509059,0.0008593582,0.003682928,0.00368847,0.002277881,0.007168912],"category_scores_gemma":[0.01609549,0.001403465,0.00248005,0.003066599,0.002288383,0.00577622,0.003223487,0.006795748,0.001844808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003606827,"about_ca_system_score_gemma":0.0042082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001564377,"about_ca_topic_score_gemma":0.001692352,"domain_scores_codex":[0.9934428,0.003255777,0.0002445318,0.0006104663,0.002011865,0.000434614],"domain_scores_gemma":[0.9942173,0.003093075,0.0004056537,0.0009094795,0.001105961,0.0002685213],"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":[0.00001930702,0.00004526987,0.00008879654,0.00007717904,0.00003128198,0.00003125636,0.00005161581,0.03274196,0.0003486299,0.9486119,0.002801263,0.01515163],"study_design_scores_gemma":[0.00004028196,0.00005298272,0.00006923587,0.00005266103,0.0000291254,0.00007250096,0.00001665278,0.2388076,0.0003835198,0.7490584,0.01139281,0.00002417497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0006683443,0.0003594698,0.9922388,0.0004348365,0.00007330766,0.00003538631,0.0000520085,0.00005960991,0.006078207],"genre_scores_gemma":[0.1824349,0.003508657,0.79471,0.001418674,0.001206153,0.000907382,0.0003564138,0.0001728336,0.01528501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007966324,"threshold_uncertainty_score":0.04213047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2140978641996216,"score_gpt":0.3817852778289237,"score_spread":0.1676874136293022,"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."}}