{"id":"W2951668131","doi":"10.48550/arxiv.1106.3595","title":"Information Equals Amortized Communication","year":2011,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Communication complexity; Computer science; Theoretical computer science; Generalization; Function (biology); Discrete mathematics; Pointer (user interface); Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003143762,0.00116318,0.001163808,0.0009262944,0.001546528,0.003227944,0.003452962,0.002191445,0.007912803],"category_scores_gemma":[0.01916707,0.0006700826,0.00202694,0.001083103,0.004500232,0.01004998,0.006016714,0.004340094,0.001184416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002717414,"about_ca_system_score_gemma":0.002425047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001033954,"about_ca_topic_score_gemma":0.0008523697,"domain_scores_codex":[0.9934769,0.001930394,0.0004198475,0.001494446,0.001782283,0.0008961642],"domain_scores_gemma":[0.9734924,0.01521485,0.001366704,0.007997739,0.001070134,0.0008580964],"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":[0.0006987342,0.0002344825,0.001560921,0.0002381737,0.0001178166,0.0002388645,0.0003880102,0.2516996,0.01216691,0.7058474,0.001837256,0.02497177],"study_design_scores_gemma":[0.00007371496,0.0001186639,0.0001542493,0.00002162233,0.0000490579,0.0001141972,0.00003598361,0.5683538,0.01242339,0.4164511,0.002172885,0.000031279],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1591117,0.00016581,0.8222216,0.001873017,0.00008528463,0.0003192385,0.0003487119,0.00115505,0.01471948],"genre_scores_gemma":[0.8326771,0.0001663627,0.1591972,0.0004119788,0.00009420342,0.0006352079,0.0004784257,0.0003039599,0.006035626],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007912803,"threshold_uncertainty_score":0.02647102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1162971118900463,"score_gpt":0.194226438612842,"score_spread":0.07792932672279564,"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."}}