notesum.ai

Published at December 6

Transformers Meet Relational Databases

cs.LG

cs.DB

I.2.6; I.5.1; H.2.4

Released Date: December 6, 2024

Authors: Jakub Peleška, Gustav Šír¹

Aff.: ¹Czech Technical University in Prague

Arxiv: http://arxiv.org/pdf/2412.05218v1

Category	Tabular	Propos.	Ne-Sy	Deep Relational (ours)
Dataset / model	FNN	getML	CILP	DBFormer	GNN	TabNet	Trompt	TabTrans.	SAINT
Biodegradability	0.1873	0.2061	0.2490	0.1544	0.1773	0.1701	0.1654	0.1798	0.1584
classicmodels	0.5752	0.6461	1.1939	0.5023	0.4877	0.4606	0.4048	0.4646	1.0870
GOSales	N/A	N/A	N/A	0.4179	0.5329	0.3996	0.5194	0.7880	0.7457
northwind	1.1036	1.1588	1.3597	0.4816	0.7387	0.8007	0.8784	0.8620	0.9749
Triazine	N/A	0.1962	0.1781	0.1354	0.1648	0.1174	0.1687	0.1752	0.1357
Basketball_men	0.2043	0.2283	0.2546	0.2271	0.2275	0.2798	0.2076	0.2474	0.2569
restbase	0.1915	0.1920	0.1989	0.1771	0.1872	0.1685	0.1834	0.1847	0.1827
AdventureWorks2014	0.0323	0.0453	3.2931	0.0113	0.0635	2.1720	2.9907	0.3383	2.3792
FNHK	0.8262	0.6482	0.6899	0.7965	0.7974	0.7277	0.8010	1.0024	0.7494
sakila	0.5447	N/A	N/A	0.5178	0.4913	0.4654	0.5525	0.5565	0.5242
stats	0.9488	2.5927	6.4693	0.1410	1.6549	0.2856	2.9517	3.0027	2.9768
Grants	2.4317	N/A	N/A	3.7295	3.7527	2.4288	3.0689	2.6871	3.2923
ConsumerExpenditures	6.3763	6.2638	7.368	6.3568	6.3594	6.3380	6.6393	6.7533	6.7640
employee	0.2691	N/A	N/A	0.2644	0.2645	0.4984	0.2650	0.2646	0.7050
SalesDB	N/A	N/A	N/A	0.4167	0.5145	0.5463	0.5076	0.4424	0.5474
Seznam	5.3442	N/A	6.1318	3.6561	3.9379	4.6834	4.3157	3.4137	4.0425
Avg. Rank	5.5000	6.3125	7.8125	2.4375	4.0625	3.3125	4.5000	5.0625	5.4375