AixelNet: A Pre-trained Model with Table-aware Adaptation for Structured Data Prediction

Summary: AixelNet: a pre-trained model for heterogeneous tabular prediction that extracts table-level meta-features and uses a multi-predictor backbone to avoid task-specific retraining. A hypernetwork dynamically composes base predictors per table, with regularizers for balanced/diverse usage and sparse updates for efficiency, improving accuracy on 40 tabular tasks versus eight SOTA baselines. (summarized by gpt-5-mini on Feb 11 2026)

Paper ID: 7411
Venue: SIGMOD
Year: 2026
Pagerank: 4.1905499e-05
Overall Rank: 10,100 | 29.81%
DOI: 10.1145/3769814

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Rank	Citing Paper	Year	Venue	Pagerank

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Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
1,731	CatSQL: Towards Real World Natural Language to SQL Applications	2023	VLDB	0.00010723825
2,645	Camel: Managing Data for Efficient Stream Learning	2022	SIGMOD	8.3768838e-05
3,157	ARM-Net: Adaptive Relation Modeling Network for Structured Data	2021	SIGMOD	7.4679349e-05
4,023	Through the Fairness Lens: Experimental Analysis and Evaluation of Entity Matching	2023	VLDB	6.5181292e-05
4,155	Robust and Transferable Log-based Anomaly Detection	2023	SIGMOD	6.3970893e-05
4,455	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.1644904e-05
5,386	Selective Data Acquisition in the Wild for Model Charging	2022	VLDB	5.5346315e-05
7,257	Incremental Tabular Learning on Heterogeneous Feature Space	2023	SIGMOD	4.7819761e-05
7,586	LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes	2024	VLDB	4.700127e-05
7,918	Array DBMS: Past, Present, and (Near) Future	2021	VLDB	4.6129625e-05
8,386	PACE: Learning Effective Task Decomposition for Human-in-the-loop Healthcare Delivery	2021	SIGMOD	4.525798e-05
8,862	TabEE: Tabular Embeddings Explanations	2024	SIGMOD	4.4289485e-05
9,325	Powering In-Database Dynamic Model Slicing for Structured Data Analytics	2024	VLDB	4.351469e-05
9,329	LightCTS: A Lightweight Framework for Correlated Time Series Forecasting	2023	SIGMOD	4.351469e-05
11,001	Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems	2024	VLDB	4.1905499e-05
11,189	Regularized Pairwise Relationship based Analytics for Structured Data	2023	SIGMOD	4.1905499e-05

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