Datasets:

sauravsingla08
/

VertiMosaic-VFL-Benchmark

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Subset (5)

core-model-comparison · 2 rows

Split (1)

benchmark · 2 rows

benchmark_family stringclasses 1 value	mode stringclasses 1 value	model stringclasses 2 values	rows int64 2k 2k	seed int64 42 42	bootstrap_replicates int64 200 200	roc_auc float64 0.79 0.82	pr_auc float64 0.75 0.8	f1 float64 0.71 0.71	log_loss float64 0.53 0.58	brier float64 0.18 0.2	ece float64 0.07 0.08	threshold float64 0.4 0.5	training_steps int64 20 49	training_seconds float64 0.02 0.09	inference_seconds float64 0 0	peak_rss_bytes int64 250M 261M	estimated_communication_bytes int64 5.34M 6.99M	communication_message_count int64 597 2.36k	communication_scalar_count int64 668k 873k	forward_communication_bytes int64 2.52M 3.69M	backward_communication_bytes int64 1.65M 4.47M	traffic_type stringclasses 1 value	raw_features_pooled bool 1 class	source_type stringclasses 1 value	source_commit stringclasses 1 value
core_model_comparison	synthetic_scale	logistic	2,000	42	200	0.822736	0.799092	0.714801	0.526972	0.175765	0.065591	0.495	49	0.016098	0.000113	249,626,624	5,340,000	597	667,500	3,693,600	1,646,400	SIMULATED PAYLOAD SIZE	false	fully_synthetic	ede09d38933a91aec31296b70865a5528c4ec958
core_model_comparison	synthetic_scale	vfl-hist-gbdt	2,000	42	200	0.788194	0.745349	0.714734	0.579611	0.196946	0.082897	0.395	20	0.092116	0.001982	261,001,216	6,987,376	2,361	873,422	2,516,600	4,470,776	SIMULATED PAYLOAD SIZE	false	fully_synthetic	ede09d38933a91aec31296b70865a5528c4ec958

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