{"id":"W4406079452","doi":"10.36227/techrxiv.173610613.34874972/v1","title":"Restricted Hopfield Networks are Robust to Adversarial Attack","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Graph theory and applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Adversarial system; Computer science; Hopfield network; Artificial intelligence; Computer security; Artificial neural network","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001823104,0.0002771823,0.0003978589,0.0001604955,0.0001310967,0.0000672428,0.0005979161,0.0005506114,0.0003996469],"category_scores_gemma":[0.0003459897,0.0002630003,0.0002071974,0.0003928103,0.00002753141,0.00002141332,0.0008735665,0.0007606884,0.00004594777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003965333,"about_ca_system_score_gemma":0.00007770179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004152283,"about_ca_topic_score_gemma":0.0001343173,"domain_scores_codex":[0.9985918,0.00008637435,0.0003969222,0.0005066385,0.0001518468,0.0002664224],"domain_scores_gemma":[0.9978199,0.0006135654,0.0001820817,0.001128118,0.0001324549,0.0001239086],"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":[0.00005297773,0.0001414715,0.00008638138,0.0001514733,0.0001235603,0.000003747785,0.0001108371,0.03651815,0.000003451065,0.5630269,0.3992125,0.0005685656],"study_design_scores_gemma":[0.0006582417,0.00004041001,0.0005471251,0.0008255257,0.0004263005,0.000002207584,0.0003900207,0.01430833,0.000142572,0.9402198,0.04142563,0.001013885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02423284,0.00007222914,0.7665347,0.005498539,0.002151007,0.002941038,0.0002294296,0.001044433,0.1972958],"genre_scores_gemma":[0.5965009,0.0001980771,0.2454723,0.005198881,0.003299925,0.002245058,0.0004674196,0.0001603861,0.1464571],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5722681,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09209507178194078,"score_gpt":0.3426419369190043,"score_spread":0.2505468651370635,"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."}}