Datasets:

JabaleNurAdnan
/

dml-fl-iot-ids-baseline

tag stringlengths 27 43	dataset stringclasses 3 values	model stringclasses 4 values	fl_algo stringclasses 3 values	partition stringclasses 2 values	n_clients int64 30 30	n_rounds int64 30 30	total_time_s float64 552 12.1k	model_params int64 8.99k 102k	model_mb float64 0.04 0.41	final_accuracy float64 0.76 1	final_precision float64 0.62 1	final_recall float64 0.64 1	final_f1_binary float64 0.67 1	final_f1_macro float64 0.76 1	final_f1_weighted float64 0.76 1	final_fpr float64 0 0.35	final_auc_roc float64 0.82 1	final_threshold float64 0 1	final_round int64 30 30
CICIDS2017__BiLSTM__FedAvg__iid	CICIDS2017	BiLSTM	FedAvg	iid	30	30	3,254.7	79,233	0.3169	0.86375	0.623408	0.778856	0.692516	0.8025	0.869152	0.115424	0.920533	0.660735	30
CICIDS2017__BiLSTM__FedAvg__non_iid	CICIDS2017	BiLSTM	FedAvg	non_iid	30	30	3,270.6	79,233	0.3169	0.86905	0.667788	0.667172	0.66748	0.792976	0.869028	0.081424	0.883679	0.352619	30
CICIDS2017__BiLSTM__FedNova__iid	CICIDS2017	BiLSTM	FedNova	iid	30	30	8,710.9	79,233	0.3169	0.881623	0.717866	0.657497	0.686357	0.8067	0.879629	0.063394	0.929455	0.782019	30
CICIDS2017__BiLSTM__FedNova__non_iid	CICIDS2017	BiLSTM	FedNova	non_iid	30	30	8,066.3	79,233	0.3169	0.878265	0.663877	0.773844	0.714655	0.818642	0.881658	0.096118	0.920812	0.628842	30
CICIDS2017__BiLSTM__FedProx__iid	CICIDS2017	BiLSTM	FedProx	iid	30	30	10,387.9	79,233	0.3169	0.881452	0.715977	0.660062	0.686883	0.806884	0.879606	0.064236	0.845745	0.454111	30
CICIDS2017__BiLSTM__FedProx__non_iid	CICIDS2017	BiLSTM	FedProx	non_iid	30	30	9,691	79,233	0.3169	0.87976	0.711162	0.656107	0.682526	0.804181	0.877904	0.065373	0.841745	0.426228	30
CICIDS2017__CNN_BiLSTM__FedAvg__iid	CICIDS2017	CNN_BiLSTM	FedAvg	iid	30	30	2,659.8	101,921	0.4077	0.966341	0.909662	0.920559	0.915078	0.947044	0.966416	0.022428	0.994662	0.784108	30
CICIDS2017__CNN_BiLSTM__FedAvg__non_iid	CICIDS2017	CNN_BiLSTM	FedAvg	non_iid	30	30	2,791.2	101,921	0.4077	0.95988	0.848965	0.968672	0.904876	0.939728	0.960848	0.042277	0.992139	0.703773	30
CICIDS2017__CNN_BiLSTM__FedNova__iid	CICIDS2017	CNN_BiLSTM	FedNova	iid	30	30	10,649	101,921	0.4077	0.969893	0.890481	0.965973	0.926692	0.953874	0.970347	0.029145	0.995394	0.682178	30
CICIDS2017__CNN_BiLSTM__FedNova__non_iid	CICIDS2017	CNN_BiLSTM	FedNova	non_iid	30	30	9,510.2	101,921	0.4077	0.969905	0.896631	0.957634	0.926129	0.953616	0.970274	0.027084	0.995252	0.771566	30
CICIDS2017__CNN_BiLSTM__FedProx__iid	CICIDS2017	CNN_BiLSTM	FedProx	iid	30	30	12,095.4	101,921	0.4077	0.962884	0.864126	0.963014	0.910894	0.943727	0.963625	0.037148	0.992429	0.599927	30
CICIDS2017__CNN_BiLSTM__FedProx__non_iid	CICIDS2017	CNN_BiLSTM	FedProx	non_iid	30	30	10,916.3	101,921	0.4077	0.960975	0.875301	0.93512	0.904222	0.939859	0.961455	0.032682	0.992237	0.831791	30
CICIDS2017__CNN__FedAvg__iid	CICIDS2017	CNN	FedAvg	iid	30	30	2,127	8,993	0.036	0.961934	0.869921	0.948614	0.907565	0.941798	0.962544	0.034798	0.991014	0.907305	30
CICIDS2017__CNN__FedAvg__non_iid	CICIDS2017	CNN	FedAvg	non_iid	30	30	2,311.4	8,993	0.036	0.957222	0.89721	0.884138	0.890626	0.932019	0.957103	0.024849	0.989112	0.81395	30
CICIDS2017__CNN__FedNova__iid	CICIDS2017	CNN	FedNova	iid	30	30	5,820.5	8,993	0.036	0.960094	0.857581	0.956227	0.904221	0.939509	0.960893	0.038958	0.989827	0.953855	30
CICIDS2017__CNN__FedNova__non_iid	CICIDS2017	CNN	FedNova	non_iid	30	30	5,576.8	8,993	0.036	0.952749	0.883722	0.875315	0.879498	0.925056	0.952664	0.028254	0.986063	0.758369	30
CICIDS2017__CNN__FedProx__iid	CICIDS2017	CNN	FedProx	iid	30	30	6,643.6	8,993	0.036	0.961614	0.867734	0.949941	0.906979	0.941398	0.962257	0.035522	0.990698	0.811291	30
CICIDS2017__CNN__FedProx__non_iid	CICIDS2017	CNN	FedProx	non_iid	30	30	6,372.2	8,993	0.036	0.951255	0.853053	0.909172	0.880219	0.92481	0.951833	0.038421	0.985625	0.771335	30
CICIDS2017__Transformer__FedAvg__iid	CICIDS2017	Transformer	FedAvg	iid	30	30	2,845.8	10,785	0.0431	0.876047	0.661617	0.758942	0.706946	0.814173	0.879154	0.095225	0.930609	0.730019	30
CICIDS2017__Transformer__FedAvg__non_iid	CICIDS2017	Transformer	FedAvg	non_iid	30	30	2,753.5	10,785	0.0431	0.883093	0.686666	0.747761	0.715912	0.821158	0.884937	0.083707	0.931626	0.730647	30
CICIDS2017__Transformer__FedNova__iid	CICIDS2017	Transformer	FedNova	iid	30	30	9,264.5	10,785	0.0431	0.879581	0.678312	0.739368	0.707525	0.815854	0.881502	0.086021	0.919613	0.67608	30
CICIDS2017__Transformer__FedNova__non_iid	CICIDS2017	Transformer	FedNova	non_iid	30	30	8,398.8	10,785	0.0431	0.881379	0.72346	0.64403	0.681438	0.804279	0.878722	0.060393	0.913197	0.691087	30
CICIDS2017__Transformer__FedProx__iid	CICIDS2017	Transformer	FedProx	iid	30	30	10,661.5	10,785	0.0431	0.877266	0.663687	0.764232	0.710419	0.816275	0.880425	0.095005	0.918141	0.635607	30
CICIDS2017__Transformer__FedProx__non_iid	CICIDS2017	Transformer	FedProx	non_iid	30	30	9,482.7	10,785	0.0431	0.88375	0.708511	0.696384	0.702395	0.815081	0.88337	0.070285	0.917368	0.677812	30
Edge_IIoTset__BiLSTM__FedAvg__iid	Edge_IIoTset	BiLSTM	FedAvg	iid	30	30	1,020.8	79,233	0.3169	0.78252	0.762273	0.82112	0.790603	0.782195	0.782195	0.25608	0.892392	0.487285	30
Edge_IIoTset__BiLSTM__FedAvg__non_iid	Edge_IIoTset	BiLSTM	FedAvg	non_iid	30	30	937.3	79,233	0.3169	0.80001	0.830313	0.75414	0.790395	0.799588	0.799588	0.15412	0.899944	0.481788	30
Edge_IIoTset__BiLSTM__FedNova__iid	Edge_IIoTset	BiLSTM	FedNova	iid	30	30	6,782.2	79,233	0.3169	0.78929	0.774339	0.81654	0.79488	0.789133	0.789133	0.23796	0.894097	0.477349	30
Edge_IIoTset__BiLSTM__FedNova__non_iid	Edge_IIoTset	BiLSTM	FedNova	non_iid	30	30	5,549	79,233	0.3169	0.79569	0.792063	0.8019	0.796951	0.795682	0.795682	0.21052	0.889718	0.498937	30
Edge_IIoTset__BiLSTM__FedProx__iid	Edge_IIoTset	BiLSTM	FedProx	iid	30	30	7,577.6	79,233	0.3169	0.78984	0.7877	0.79356	0.790619	0.789837	0.789837	0.21388	0.891188	0.502061	30
Edge_IIoTset__BiLSTM__FedProx__non_iid	Edge_IIoTset	BiLSTM	FedProx	non_iid	30	30	6,204.8	79,233	0.3169	0.77503	0.757456	0.80916	0.782455	0.774768	0.774768	0.2591	0.878516	0.493051	30
Edge_IIoTset__CNN_BiLSTM__FedAvg__iid	Edge_IIoTset	CNN_BiLSTM	FedAvg	iid	30	30	956.9	101,921	0.4077	0.99988	0.99976	1	0.99988	0.99988	0.99988	0.00024	0.999999	0.079375	30
Edge_IIoTset__CNN_BiLSTM__FedAvg__non_iid	Edge_IIoTset	CNN_BiLSTM	FedAvg	non_iid	30	30	876	101,921	0.4077	0.99988	0.99976	1	0.99988	0.99988	0.99988	0.00024	0.999999	0.001503	30
Edge_IIoTset__CNN_BiLSTM__FedNova__iid	Edge_IIoTset	CNN_BiLSTM	FedNova	iid	30	30	9,107.2	101,921	0.4077	0.99988	0.99976	1	0.99988	0.99988	0.99988	0.00024	1	0.001034	30
Edge_IIoTset__CNN_BiLSTM__FedNova__non_iid	Edge_IIoTset	CNN_BiLSTM	FedNova	non_iid	30	30	7,361.5	101,921	0.4077	0.99988	0.99976	1	0.99988	0.99988	0.99988	0.00024	0.999999	0.000062	30
Edge_IIoTset__CNN_BiLSTM__FedProx__iid	Edge_IIoTset	CNN_BiLSTM	FedProx	iid	30	30	10,290.8	101,921	0.4077	0.99988	0.99976	1	0.99988	0.99988	0.99988	0.00024	1	0.006346	30
Edge_IIoTset__CNN_BiLSTM__FedProx__non_iid	Edge_IIoTset	CNN_BiLSTM	FedProx	non_iid	30	30	8,371.5	101,921	0.4077	0.99988	0.99976	1	0.99988	0.99988	0.99988	0.00024	0.999999	0.99786	30
Edge_IIoTset__CNN__FedAvg__iid	Edge_IIoTset	CNN	FedAvg	iid	30	30	648.6	8,993	0.036	0.99988	0.99976	1	0.99988	0.99988	0.99988	0.00024	1	0.995894	30
Edge_IIoTset__CNN__FedAvg__non_iid	Edge_IIoTset	CNN	FedAvg	non_iid	30	30	551.5	8,993	0.036	0.99988	0.99976	1	0.99988	0.99988	0.99988	0.00024	0.999998	0.99974	30
Edge_IIoTset__CNN__FedNova__iid	Edge_IIoTset	CNN	FedNova	iid	30	30	4,235.9	8,993	0.036	0.99987	0.99976	0.99998	0.99987	0.99987	0.99987	0.00024	0.99988	1	30
Edge_IIoTset__CNN__FedNova__non_iid	Edge_IIoTset	CNN	FedNova	non_iid	30	30	3,416.5	8,993	0.036	0.99988	0.99976	1	0.99988	0.99988	0.99988	0.00024	0.99988	1	30
Edge_IIoTset__CNN__FedProx__iid	Edge_IIoTset	CNN	FedProx	iid	30	30	5,021.4	8,993	0.036	0.99988	0.99976	1	0.99988	0.99988	0.99988	0.00024	0.999966	0.99999	30
Edge_IIoTset__CNN__FedProx__non_iid	Edge_IIoTset	CNN	FedProx	non_iid	30	30	4,078.3	8,993	0.036	0.99988	0.99976	1	0.99988	0.99988	0.99988	0.00024	0.999953	0.999922	30
Edge_IIoTset__Transformer__FedAvg__iid	Edge_IIoTset	Transformer	FedAvg	iid	30	30	872.5	10,785	0.0431	0.99279	0.999757	0.98582	0.992739	0.99279	0.99279	0.00024	0.996171	0.034473	30
Edge_IIoTset__Transformer__FedAvg__non_iid	Edge_IIoTset	Transformer	FedAvg	non_iid	30	30	838.6	10,785	0.0431	0.99707	0.999739	0.9944	0.997062	0.99707	0.99707	0.00026	0.99777	0.019128	30
Edge_IIoTset__Transformer__FedNova__iid	Edge_IIoTset	Transformer	FedNova	iid	30	30	7,145.8	10,785	0.0431	0.99546	0.999657	0.99126	0.995441	0.99546	0.99546	0.00034	0.997568	0.122948	30
Edge_IIoTset__Transformer__FedNova__non_iid	Edge_IIoTset	Transformer	FedNova	non_iid	30	30	6,012.8	10,785	0.0431	0.75736	0.766971	0.73936	0.752912	0.757281	0.757281	0.22464	0.822367	0.667776	30
Edge_IIoTset__Transformer__FedProx__iid	Edge_IIoTset	Transformer	FedProx	iid	30	30	8,684.8	10,785	0.0431	0.83013	0.940443	0.7049	0.805812	0.827424	0.827424	0.04464	0.859515	0.597872	30
Edge_IIoTset__Transformer__FedProx__non_iid	Edge_IIoTset	Transformer	FedProx	non_iid	30	30	6,977.6	10,785	0.0431	0.99588	0.999758	0.992	0.995864	0.99588	0.99588	0.00024	0.996563	0.055959	30
UNSW_NB15__BiLSTM__FedAvg__iid	UNSW_NB15	BiLSTM	FedAvg	iid	30	30	914.4	79,233	0.3169	0.900068	0.929404	0.91298	0.921119	0.892405	0.900392	0.122796	0.967751	0.415685	30
UNSW_NB15__BiLSTM__FedAvg__non_iid	UNSW_NB15	BiLSTM	FedAvg	non_iid	30	30	801.9	79,233	0.3169	0.891957	0.920888	0.909033	0.914922	0.883466	0.892216	0.13828	0.963207	0.513026	30
UNSW_NB15__BiLSTM__FedNova__iid	UNSW_NB15	BiLSTM	FedNova	iid	30	30	6,769.2	79,233	0.3169	0.89479	0.911637	0.925034	0.918287	0.885306	0.89448	0.158763	0.963433	0.392644	30
UNSW_NB15__BiLSTM__FedNova__non_iid	UNSW_NB15	BiLSTM	FedNova	non_iid	30	30	5,157.2	79,233	0.3169	0.891317	0.927361	0.900471	0.913718	0.883461	0.891877	0.124892	0.961986	0.538613	30
UNSW_NB15__BiLSTM__FedProx__iid	UNSW_NB15	BiLSTM	FedProx	iid	30	30	7,708.9	79,233	0.3169	0.883962	0.899961	0.920783	0.910253	0.873069	0.883413	0.181237	0.950852	0.421127	30
UNSW_NB15__BiLSTM__FedProx__non_iid	UNSW_NB15	BiLSTM	FedProx	non_iid	30	30	5,836.3	79,233	0.3169	0.885379	0.900747	0.922271	0.911382	0.87458	0.884817	0.179946	0.95236	0.467101	30
UNSW_NB15__CNN_BiLSTM__FedAvg__iid	UNSW_NB15	CNN_BiLSTM	FedAvg	iid	30	30	1,191	101,921	0.4077	0.965092	0.971472	0.973979	0.972724	0.962126	0.965074	0.050645	0.995553	0.314721	30
UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid	UNSW_NB15	CNN_BiLSTM	FedAvg	non_iid	30	30	908.2	101,921	0.4077	0.960047	0.971418	0.965903	0.968652	0.95679	0.96009	0.050323	0.994179	0.442783	30
UNSW_NB15__CNN_BiLSTM__FedNova__iid	UNSW_NB15	CNN_BiLSTM	FedNova	iid	30	30	9,256.5	101,921	0.4077	0.964374	0.971783	0.972491	0.972137	0.961375	0.964369	0.05	0.995384	0.314957	30
UNSW_NB15__CNN_BiLSTM__FedNova__non_iid	UNSW_NB15	CNN_BiLSTM	FedNova	non_iid	30	30	7,016.3	101,921	0.4077	0.958339	0.964066	0.971003	0.967522	0.954719	0.95828	0.064086	0.994138	0.265881	30
UNSW_NB15__CNN_BiLSTM__FedProx__iid	UNSW_NB15	CNN_BiLSTM	FedProx	iid	30	30	10,575.8	101,921	0.4077	0.961948	0.966729	0.973979	0.97034	0.958637	0.961892	0.059355	0.995004	0.28534	30
UNSW_NB15__CNN_BiLSTM__FedProx__non_iid	UNSW_NB15	CNN_BiLSTM	FedProx	non_iid	30	30	7,983.6	101,921	0.4077	0.958785	0.964427	0.971337	0.96787	0.955204	0.958727	0.063441	0.994157	0.326413	30
UNSW_NB15__CNN__FedAvg__iid	UNSW_NB15	CNN	FedAvg	iid	30	30	596.2	8,993	0.036	0.942195	0.954154	0.955458	0.954805	0.937314	0.942179	0.08129	0.988716	0.269197	30
UNSW_NB15__CNN__FedAvg__non_iid	UNSW_NB15	CNN	FedAvg	non_iid	30	30	581.9	8,993	0.036	0.936975	0.949844	0.951632	0.950737	0.93164	0.936952	0.088978	0.986548	0.462146	30
UNSW_NB15__CNN__FedNova__iid	UNSW_NB15	CNN	FedNova	iid	30	30	4,202.7	8,993	0.036	0.947298	0.956964	0.960741	0.958848	0.942791	0.947257	0.076505	0.990237	0.220001	30
UNSW_NB15__CNN__FedNova__non_iid	UNSW_NB15	CNN	FedNova	non_iid	30	30	3,200.6	8,993	0.036	0.934549	0.94273	0.95564	0.949141	0.928678	0.93437	0.102796	0.985687	0.200783	30
UNSW_NB15__CNN__FedProx__iid	UNSW_NB15	CNN	FedProx	iid	30	30	4,776.9	8,993	0.036	0.940099	0.949464	0.957219	0.953326	0.934869	0.940003	0.090215	0.987734	0.145472	30
UNSW_NB15__CNN__FedProx__non_iid	UNSW_NB15	CNN	FedProx	non_iid	30	30	3,849.1	8,993	0.036	0.936878	0.956787	0.943859	0.950279	0.931933	0.937036	0.075484	0.985823	0.423673	30
UNSW_NB15__Transformer__FedAvg__iid	UNSW_NB15	Transformer	FedAvg	iid	30	30	832.8	10,785	0.0431	0.871233	0.862295	0.950266	0.904146	0.854023	0.867965	0.26871	0.9121	0.431238	30
UNSW_NB15__Transformer__FedAvg__non_iid	UNSW_NB15	Transformer	FedAvg	non_iid	30	30	796.2	10,785	0.0431	0.875075	0.8644	0.954213	0.907089	0.858246	0.871832	0.265054	0.907263	0.444558	30
UNSW_NB15__Transformer__FedNova__iid	UNSW_NB15	Transformer	FedNova	iid	30	30	7,174.8	10,785	0.0431	0.878063	0.861978	0.963474	0.909904	0.86066	0.874358	0.273172	0.909785	0.441105	30
UNSW_NB15__Transformer__FedNova__non_iid	UNSW_NB15	Transformer	FedNova	non_iid	30	30	5,486	10,785	0.0431	0.867139	0.848919	0.963595	0.902629	0.846784	0.862318	0.303656	0.901536	0.4418	30
UNSW_NB15__Transformer__FedProx__iid	UNSW_NB15	Transformer	FedProx	iid	30	30	8,466.2	10,785	0.0431	0.873484	0.852585	0.969698	0.907378	0.853922	0.868791	0.296882	0.907262	0.464293	30
UNSW_NB15__Transformer__FedProx__non_iid	UNSW_NB15	Transformer	FedProx	non_iid	30	30	6,413.6	10,785	0.0431	0.868381	0.83318	0.992834	0.906028	0.843218	0.860689	0.351989	0.898156	0.437884	30

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