{"id":"W2086467753","doi":"10.1109/focs.2011.86","title":"Information Equals Amortized Communication","year":2011,"lang":"en","type":"preprint","venue":"","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Communication complexity; Computer science; Theoretical computer science; Generalization; Pointer (user interface); Function (biology); Discrete mathematics; 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":[0.003155836,0.001205559,0.001193168,0.0009830868,0.001612819,0.003411039,0.003393002,0.002249131,0.008889238],"category_scores_gemma":[0.01867658,0.0006828249,0.002221728,0.001131667,0.00468668,0.01011348,0.006103613,0.004515497,0.001252912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002648849,"about_ca_system_score_gemma":0.002365042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009874033,"about_ca_topic_score_gemma":0.0008158673,"domain_scores_codex":[0.9934446,0.001873817,0.0004257942,0.001502041,0.001850692,0.0009031583],"domain_scores_gemma":[0.9744586,0.01462702,0.001337505,0.007637507,0.001078376,0.0008610205],"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":[0.0006121984,0.0002073208,0.001363097,0.0002266302,0.0001184623,0.0002182753,0.0003373236,0.2235479,0.01124676,0.7373031,0.001722123,0.02309684],"study_design_scores_gemma":[0.00007033718,0.0001175885,0.0001504295,0.00002140318,0.0000520844,0.0001134107,0.00003473333,0.5270812,0.01315599,0.4568602,0.002310757,0.00003187979],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1376571,0.0001562676,0.8435864,0.001653645,0.00008143509,0.0002996707,0.0003217422,0.001048581,0.01519514],"genre_scores_gemma":[0.8217683,0.0001830575,0.1692899,0.0004325129,0.0001000314,0.000669778,0.0004850553,0.000344053,0.006727275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008889238,"threshold_uncertainty_score":0.02973741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05390152484316293,"score_gpt":0.2720959378801884,"score_spread":0.2181944130370254,"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."}}