{"id":"W4403869093","doi":"10.1103/physrevresearch.6.043076","title":"Demonstration of lossy linear transformations and two-photon interference on a photonic chip","year":2024,"lang":"en","type":"article","venue":"Physical Review Research","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Australian Research Council; Alfried Krupp von Bohlen und Halbach-Stiftung; Deutsche Forschungsgemeinschaft","keywords":"Lossy compression; Photonics; Interference (communication); Chip; Photon; Optics; Physics; Optoelectronics; Computer science; Electronic engineering; Telecommunications; 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":[0.000288355,0.0002191915,0.0002209805,0.0001566378,0.0002226247,0.0004231443,0.0005456249,0.0003555055,0.0008536836],"category_scores_gemma":[0.0006361815,0.0001880958,0.000167737,0.0001416582,0.0008908907,0.0005797151,0.0005233545,0.0008583369,0.0001387667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004248684,"about_ca_system_score_gemma":0.0003823524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005285003,"about_ca_topic_score_gemma":0.0004220399,"domain_scores_codex":[0.9998367,0.00002706577,0.000006607737,0.00002973336,0.00007765155,0.00002236292],"domain_scores_gemma":[0.9996731,0.0001602678,0.0000397697,0.00006227661,0.00002920402,0.0000353659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001733277,0.0001717946,0.00056026,0.00008232726,0.0000344481,0.0003423263,0.0001653433,0.01853869,0.8749279,0.09319686,0.0006260771,0.01118066],"study_design_scores_gemma":[0.0000565086,0.0002195002,0.0008599954,0.00000875753,0.00001068041,0.0001599504,0.00003195694,0.3086312,0.673548,0.01410305,0.002341983,0.00002836912],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.878386,0.0001897434,0.1131974,0.0005163751,0.00008073862,0.00004208464,0.0001108917,0.0004543092,0.007022504],"genre_scores_gemma":[0.9762143,0.00008315608,0.02251646,0.00004013687,0.000007239295,0.00002524135,0.00002464629,0.00001983118,0.00106888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008536836,"threshold_uncertainty_score":0.003082633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.086009153761086,"score_gpt":0.4242225355011149,"score_spread":0.3382133817400289,"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."}}