{"meta":{"query_hash":"ba7af586d860","filters":{"venue":"2022 25th Euromicro Conference on Digital System Design (DSD)"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/ba7af586d860","api":"https://metacan.xera.ac/api/v1/cohort?venue=2022+25th+Euromicro+Conference+on+Digital+System+Design+%28DSD%29"},"results":[{"id":"W4313484756","doi":"10.1109/dsd57027.2022.00126","title":"Blind Data Adversarial Bit-flip Attack against Deep Neural Networks","year":2022,"lang":"en","type":"article","venue":"2022 25th Euromicro Conference on Digital System Design (DSD)","topic":"Adversarial Robustness in Machine Learning","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Normalization (sociology); Adversarial system; Artificial neural network; Bit (key); Deep neural networks; Artificial intelligence; Pattern recognition (psychology); Computer security","score_opus":0.08764770272569537,"score_gpt":0.27963736246526877,"score_spread":0.19198965973957338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313484756","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008540372,0.00017444571,0.97242486,0.00040892122,0.0051485933,0.001441911,0.00022567442,0.0010445255,0.01059071],"genre_scores_gemma":[0.9937922,0.000008026165,0.0037019223,0.00046261493,0.0005952582,0.00009254718,0.00045979145,0.00011387857,0.0007737843],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9928866,0.0013253452,0.001036008,0.0022287488,0.001340541,0.0011827362],"domain_scores_gemma":[0.9947555,0.00052749855,0.0007464082,0.0034152588,0.00016712189,0.0003881831],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0015373662,0.00075616385,0.0008098209,0.0003782363,0.0011095211,0.0019721915,0.008279251,0.00016827635,0.00021577106],"category_scores_gemma":[0.00030561895,0.0008006773,0.00020890239,0.0012769555,0.00015466292,0.002278264,0.0071183327,0.0015500747,0.00038758924],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00054818793,0.00022398568,0.0002913096,0.000046747384,0.00014792568,0.0008172986,0.00040050628,0.9517305,0.00037033152,0.008935134,0.008661108,0.027827],"study_design_scores_gemma":[0.0019059798,0.00040580897,0.00007682475,0.000050309205,0.000029401523,0.00015767191,0.000350197,0.99158114,0.000018148558,0.000032259075,0.004559453,0.000832815],"about_ca_topic_score_codex":0.000027791519,"about_ca_topic_score_gemma":0.0000043059295,"teacher_disagreement_score":0.9852518,"about_ca_system_score_codex":0.0004905986,"about_ca_system_score_gemma":0.000359576,"threshold_uncertainty_score":0.9994444},"labels":[],"label_agreement":null},{"id":"W4313496576","doi":"10.1109/dsd57027.2022.00017","title":"A Majority-based Approximate Adder for FPGAs","year":2022,"lang":"en","type":"article","venue":"2022 25th Euromicro Conference on Digital System Design (DSD)","topic":"Low-power high-performance VLSI design","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Adder; Field-programmable gate array; Application-specific integrated circuit; Computer science; Carry-save adder; Parallel computing; Serial binary adder; Logic gate; Arithmetic; Computer hardware; Algorithm; Mathematics","score_opus":0.03046044559327492,"score_gpt":0.20759015042231718,"score_spread":0.17712970482904225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313496576","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08576576,0.0006874103,0.7959359,0.00027985117,0.0061926446,0.010703004,0.004614918,0.0067125596,0.089107916],"genre_scores_gemma":[0.99336547,0.0000063493094,0.0019120559,0.00013920105,0.00014353411,0.0017092632,0.00024247084,0.00025176717,0.0022298775],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966397,0.00017623728,0.00074791064,0.0008033197,0.00066529936,0.00096749776],"domain_scores_gemma":[0.9983526,0.00021531341,0.0001824556,0.0008627035,0.0001357846,0.0002511418],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006534823,0.0006574509,0.000687704,0.000392155,0.0004261407,0.00056450634,0.00097506534,0.00012652676,0.00043559444],"category_scores_gemma":[0.000041206913,0.0007002697,0.00025142464,0.0005751264,0.000071151255,0.00048260952,0.0001620328,0.0005133766,0.0006259291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0029651413,0.0014932761,0.0008211952,0.007050539,0.0012818876,0.00084166235,0.0017706953,0.44387913,0.1751453,0.037307683,0.30380243,0.023641057],"study_design_scores_gemma":[0.0031842934,0.001014744,0.000056817644,0.0002456386,0.00008102448,0.000104954255,0.0005427228,0.94297504,0.019761836,0.00015931102,0.030338177,0.0015354139],"about_ca_topic_score_codex":0.000005845716,"about_ca_topic_score_gemma":0.0000010479591,"teacher_disagreement_score":0.90759975,"about_ca_system_score_codex":0.00060819415,"about_ca_system_score_gemma":0.00023556837,"threshold_uncertainty_score":0.99954486},"labels":[],"label_agreement":null}]}