{"id":"W4383956134","doi":"10.1145/3607533","title":"Survey on Activation Functions for Optical Neural Networks","year":2023,"lang":"en","type":"review","venue":"ACM Computing Surveys","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Polytechnique Montréal","funders":"","keywords":"Computer science; Activation function; Artificial neural network; Photonics; Context (archaeology); Key (lock); Electronic engineering; Artificial intelligence","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":[0.0006898788,0.00107391,0.0009699058,0.001849857,0.0002684283,0.001196568,0.001190648,0.001178942,0.005870201],"category_scores_gemma":[0.001806305,0.0005354142,0.0007017363,0.002846499,0.0005626571,0.002056155,0.0006776535,0.001746143,0.003116882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007207409,"about_ca_system_score_gemma":0.000963989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001152655,"about_ca_topic_score_gemma":0.001011006,"domain_scores_codex":[0.9996166,0.0000735043,0.00004564373,0.00006841854,0.0001642119,0.00003155257],"domain_scores_gemma":[0.9993435,0.0003930827,0.00003956592,0.0000303051,0.0001751169,0.00001851996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005560051,0.00007512332,0.0002646137,0.007698175,0.00007638541,0.0001088523,0.0000702532,0.007784052,0.002952996,0.06676005,0.0257032,0.8884506],"study_design_scores_gemma":[0.00001700634,0.0001786362,0.0006367365,0.004033858,0.0001010465,0.0008409653,0.00006122713,0.01375916,0.004436495,0.03731805,0.9385446,0.00007228865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001312358,0.9432307,0.03127803,0.001188401,0.0007810891,0.00003564815,0.0001144426,0.0001388873,0.02192053],"genre_scores_gemma":[0.0134767,0.9601921,0.01674754,0.0006001054,0.0007666836,0.00008277372,0.0002197013,0.00006628993,0.007848145],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005870201,"threshold_uncertainty_score":0.01963776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1592442093163138,"score_gpt":0.3620828857349167,"score_spread":0.2028386764186029,"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."}}