{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004659601,0.0001687384,0.0002095534,0.0001973266,0.000125936,0.0003908972,0.002729862,0.0001719791,0.0001165215],"category_scores_gemma":[0.00003910668,0.0001599359,0.0001242282,0.0001757533,0.00005863587,0.001027037,0.004130815,0.0004397461,0.0002622087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003121014,"about_ca_system_score_gemma":0.00008987241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003767522,"about_ca_topic_score_gemma":0.00001866318,"domain_scores_codex":[0.9988807,0.0001045013,0.000429936,0.0001695353,0.0002432757,0.0001720053],"domain_scores_gemma":[0.9973623,0.00006600197,0.0002973177,0.002044081,0.0001682431,0.00006208724],"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":[0.000002655869,0.00004116719,0.00003168974,0.00004836122,0.00002924228,3.404465e-7,0.002856506,0.00006327207,0.000003049966,0.8901312,0.003824789,0.1029677],"study_design_scores_gemma":[0.0002550284,0.00002370304,0.001353834,0.00008810007,0.00001021391,0.000004417876,0.00005762763,0.07575826,0.0005106397,0.9069941,0.01451266,0.0004313925],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008993297,0.0001411334,0.9115782,0.0003746566,0.0005549006,0.0002705326,0.000004971136,0.0005282698,0.08564799],"genre_scores_gemma":[0.3160688,0.0003927629,0.6817726,0.001092769,0.00004647524,0.0001079688,0.0001490315,0.000008169464,0.0003614203],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3151695,"threshold_uncertainty_score":0.6521997,"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."}}